{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "scratchpad",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/margaretmz/CartoonGAN-e2e-tflite-tutorial/blob/master/ml/CartoonGAN_TFLite.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7ob9My2EnpBD",
        "colab_type": "text"
      },
      "source": [
        "This notebook demonstrates the TFLite model conversion process for the **White-box Cartoonization** model as proposed in the paper [Learning to Cartoonize Using White-box Cartoon Representations](https://github.com/SystemErrorWang/White-box-Cartoonization/blob/master/paper/06791.pdf). Below you can find an example output that this model is capable of producing:\n",
        "\n",
        "![](https://i.ibb.co/DkzL9J7/Screen-Shot-2020-07-21-at-1-42-25-PM.png)\n",
        "\n",
        "&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[GitHub repository of the paper](https://github.com/SystemErrorWang/White-box-Cartoonization)\n",
        "\n",
        "\n",
        "[steubk](https://www.kaggle.com/steubk) used the original code repository of the paper and [developed scripts](https://github.com/steubk/White-box-Cartoonization/tree/inference-tf-2.x) to run inference with the pre-trained model weights in TensorFlow 2. He also prepared a [Kaggle Kernel](https://www.kaggle.com/steubk/the-night-fellini-met-miyazaki) to demonstrate the inference workflow. Thtis notebook uses the Kaggle Kernel as a reference. \n",
        "\n",
        "\n",
        "**Acknowledgements**: Khanh LeViet"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SzMpRR-xfDhg",
        "colab_type": "text"
      },
      "source": [
        "## Setup and imports\n",
        "\n",
        "We will be using `tf-nightly` because during the time of developing this notebook `tf-nightly` only supported exporting TFLite models with dynamic shapes. This notebook uses different [post-training quantization recipes in TFLite](https://www.tensorflow.org/lite/performance/post_training_quantization) to generate different TFLite models. It's important to note that during applying `float16` quantization the model would still exported with a static shape."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "abAZeUT53d-R",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!pip install -q tf-nightly"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "lIYdn1woOS1n",
        "colab": {}
      },
      "source": [
        "!git clone --branch inference-tf-2.x https://github.com/steubk/White-box-Cartoonization.git\n",
        "!pip install --upgrade tf_slim"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QZFinypsgbjH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import sys\n",
        "sys.path.append('./White-box-Cartoonization/test_code')\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import cartoonize\n",
        "import os\n",
        "\n",
        "from PIL import Image"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QVtrZeUhhPaF",
        "colab_type": "text"
      },
      "source": [
        "## Gather sample data and run inference to make sure the model works"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AsiEgsWQh6Df",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir ./source-frames\n",
        "!wget -O image.jpg https://raw.githubusercontent.com/sayakpaul/portfolio/master/images/image_sayak.jpg\n",
        "!mv image.jpg ./source-frames/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "5RE_1OEBirui",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "outputId": "3b892352-5a51-4be4-f080-3008a0c75e83"
      },
      "source": [
        "model_path = './White-box-Cartoonization/test_code/saved_models'\n",
        "load_folder = './source-frames'\n",
        "save_folder = './cartoonized_images'\n",
        "if not os.path.exists(save_folder):\n",
        "    os.mkdir(save_folder)\n",
        "    \n",
        "cartoonize.cartoonize(load_folder, save_folder, model_path)\n",
        "\n",
        "source_image = plt.imread('./source-frames/image.jpg')\n",
        "cartoonized_image = plt.imread('./cartoonized_images/image.jpg')\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.imshow(source_image)\n",
        "plt.title('Source image')\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.imshow(cartoonized_image)\n",
        "plt.title('Cartoonized image')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tf_slim/layers/layers.py:1089: Layer.apply (from tensorflow.python.keras.engine.base_layer_v1) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `layer.__call__` method instead.\n",
            "INFO:tensorflow:Restoring parameters from ./White-box-Cartoonization/test_code/saved_models/model-33999\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 1/1 [00:00<00:00,  1.01it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eZA9y9CRjRV7",
        "colab_type": "text"
      },
      "source": [
        "## Create a `SavedModel` from the pre-trained checkpoints"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "psLizL1VioNf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Directory where SavedModel is to be saved\n",
        "!mkdir saved_model_dir"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q8GMfHQblTxo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Comes with the GitHub repo\n",
        "# These will be needed to instantiate the model\n",
        "import network\n",
        "import guided_filter"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aDCYfnLTmtL-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# We will be using TensorFlow session\n",
        "import tensorflow.compat.v1 as tf\n",
        "tf.disable_eager_execution()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "443euohvmwnz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 207
        },
        "outputId": "dc8a92e5-f162-43df-e9dd-3a463aaa608d"
      },
      "source": [
        "tf.reset_default_graph()\n",
        "  \n",
        "config = tf.ConfigProto()\n",
        "config.gpu_options.allow_growth = True\n",
        "\n",
        "with tf.Session(config=config) as sess:\n",
        "  # Create placeholder for the input\n",
        "  input_photo = tf.placeholder(tf.float32, [1, None, None, 3], name='input_photo')\n",
        "  \n",
        "  # Run the input placeholder through the generator, and then apply a \n",
        "  # filter to process the generator output\n",
        "  network_out = network.unet_generator(input_photo)\n",
        "  final_out = guided_filter.guided_filter(input_photo, network_out, r=1, eps=5e-3)\n",
        "  final_out = tf.identity(final_out, name='final_output') # Create an identical filtering layer \n",
        " \n",
        "  # The above process is basically needed to construct the computation graph for the\n",
        "  # current session\n",
        "  \n",
        "  # Get the generator variables and restore the pre-trained checkpoints in the \n",
        "  # current session\n",
        "  all_vars = tf.trainable_variables()\n",
        "  gene_vars = [var for var in all_vars if 'generator' in var.name]\n",
        "  saver = tf.train.Saver(var_list=gene_vars)\n",
        "  sess.run(tf.global_variables_initializer())\n",
        "  saver.restore(sess, tf.train.latest_checkpoint(model_path))\n",
        "  \n",
        "  # Export to SavedModel\n",
        "  tf.saved_model.simple_save(\n",
        "      sess,\n",
        "      '/content/saved_model_dir',\n",
        "      inputs={input_photo.name: input_photo},\n",
        "      outputs={final_out.name: final_out})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Restoring parameters from ./White-box-Cartoonization/test_code/saved_models/model-33999\n",
            "WARNING:tensorflow:From <ipython-input-9-87ea81b79965>:32: simple_save (from tensorflow.python.saved_model.simple_save) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.simple_save.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/saved_model/signature_def_utils_impl.py:201: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.utils.build_tensor_info or tf.compat.v1.saved_model.build_tensor_info.\n",
            "INFO:tensorflow:Assets added to graph.\n",
            "INFO:tensorflow:No assets to write.\n",
            "INFO:tensorflow:SavedModel written to: /content/saved_model_dir/saved_model.pb\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bB2eD172k37O",
        "colab_type": "text"
      },
      "source": [
        "### Inspect the files sizes "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NC2YXF5-ntGS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "b162e2ee-1178-4547-e232-110606295fba"
      },
      "source": [
        "!ls -lh saved_model_dir\n",
        "!ls -lh saved_model_dir/variables"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 144K\n",
            "-rw-r--r-- 1 root root 137K Jul 23 04:24 saved_model.pb\n",
            "drwxr-xr-x 2 root root 4.0K Jul 23 04:24 variables\n",
            "total 5.7M\n",
            "-rw-r--r-- 1 root root 5.6M Jul 23 04:24 variables.data-00000-of-00001\n",
            "-rw-r--r-- 1 root root 1.6K Jul 23 04:24 variables.index\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zEDEGgo0n0Te",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "087b9352-5d9d-40ae-ef46-9a42733811e9"
      },
      "source": [
        "!ls -lh /content/White-box-Cartoonization/test_code/saved_models"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 5.7M\n",
            "-rw-r--r-- 1 root root  121 Jul 23 04:24 checkpoint\n",
            "-rw-r--r-- 1 root root 5.6M Jul 23 04:24 model-33999.data-00000-of-00001\n",
            "-rw-r--r-- 1 root root 1.6K Jul 23 04:24 model-33999.index\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JI0hNJigpZe4",
        "colab_type": "text"
      },
      "source": [
        "**A runtime restart is required here.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vYXFM8h-k_DY",
        "colab_type": "text"
      },
      "source": [
        "# TFLite model conversion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VJzm5J42lhi4",
        "colab_type": "text"
      },
      "source": [
        "## Imports "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WTgYCywznIqM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "fb6b4225-c475-44e7-e835-5428ca29ab99"
      },
      "source": [
        "import tensorflow as tf\n",
        "print(tf.__version__)\n",
        "print(tf.executing_eagerly())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.4.0-dev20200722\n",
            "True\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MO-c9KfW8KjI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import cv2\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IQGzhRTyluW4",
        "colab_type": "text"
      },
      "source": [
        "## Dynamic-range quantization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "43QXD7RIngeB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a6ac46ab-34eb-4364-a0e5-70aab878ca02"
      },
      "source": [
        "converter = tf.lite.TFLiteConverter.from_saved_model('saved_model_dir')\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_dr.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1524512"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gRHEnGzKpIDE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "7d9095ab-e6f0-4b19-c1ff-01c34a0a8d25"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_dr.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 1.5M Jul 23 04:25 whitebox_cartoon_gan_dr.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xyTwLZ7KmD3O",
        "colab_type": "text"
      },
      "source": [
        "## float16 quantization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KD12P_tlmGAj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 340
        },
        "outputId": "38c23b84-6bd2-46b0-bbed-972d25ad5408"
      },
      "source": [
        "# TFLite GPU delegate does not support dynamic-shaped inputs\n",
        "# So, we need to export the float16 quantized model in a way such that it \n",
        "# only uses static input shapes\n",
        "model = tf.saved_model.load('saved_model_dir')\n",
        "concrete_func = model.signatures[\n",
        "    tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "concrete_func.inputs[0].set_shape([1, 224, 224, 3])\n",
        "    \n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func])\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "converter.target_spec.supported_types = [tf.float16]\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_fp16.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing model_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing model_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing trainable_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing trainable_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3057696"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X_sMTemmmWdD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9d2cdebe-dc4b-4409-f053-50bd7c022032"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_fp16.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 3.0M Jul 23 04:25 whitebox_cartoon_gan_fp16.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ucGU_e1rnL0s",
        "colab_type": "text"
      },
      "source": [
        "## int8 quantization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wpmTSJUZ7DUq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Gather some more data\n",
        "!wget -O image2.jpg https://storage.googleapis.com/khanhlvg-public.appspot.com/arbitrary-style-transfer/belfry-2611573_1280.jpg\n",
        "!wget -O image3.jpg https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg\n",
        "!wget -O image4.jpg https://pbs.twimg.com/profile_images/1260205070555086855/erU_iILT_400x400.jpg\n",
        "!wget -O image5.jpg https://pbs.twimg.com/profile_images/1235595938921459713/h26CpAPb_400x400.jpg"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E7OjYyoG70Na",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Put these images in a central directory\n",
        "!cp -r *.jpg source-frames/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "01ohOx0ynLaq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 340
        },
        "outputId": "257a3d39-45e6-4e39-be83-b5dc8b4f0454"
      },
      "source": [
        "IMG_SIZE = 224\n",
        "images_list = os.listdir('/content/source-frames')\n",
        "\n",
        "# int8 quantization requires a representative dataset generator\n",
        "def representative_dataset_gen():\n",
        "    for image_path in images_list:\n",
        "        image = cv2.imread(os.path.join('/content/source-frames', image_path))\n",
        "        image = cv2.resize(image, (IMG_SIZE, IMG_SIZE))\n",
        "        image = image.astype(np.float32)/127.5 - 1\n",
        "        image = np.expand_dims(image, axis=0)\n",
        "        yield [image]\n",
        "\n",
        "model = tf.saved_model.load('saved_model_dir')\n",
        "concrete_func = model.signatures[\n",
        "    tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "\n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func])\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "converter.representative_dataset = representative_dataset_gen\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_int8.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing model_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing model_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing trainable_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Issue encountered when serializing trainable_variables.\n",
            "Type is unsupported, or the types of the items don't match field type in CollectionDef. Note this is a warning and probably safe to ignore.\n",
            "to_proto not supported in EAGER mode.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1551584"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "17JOYaMHoeI3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9d3ec4bf-25c9-4c8d-edf9-934d47fdb3a8"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_int8.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 1.5M Jul 23 04:34 whitebox_cartoon_gan_int8.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DVzfEdXWr5lK",
        "colab_type": "text"
      },
      "source": [
        "## Sample inference"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dENoCZjW8OYY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def resize_crop(image):\n",
        "    h, w, c = np.shape(image)\n",
        "    if min(h, w) > 720:\n",
        "        if h > w:\n",
        "            h, w = int(720*h/w), 720\n",
        "        else:\n",
        "            h, w = 720, int(720*w/h)\n",
        "    image = cv2.resize(image, (w, h),\n",
        "                       interpolation=cv2.INTER_AREA)\n",
        "    h, w = (h//8)*8, (w//8)*8\n",
        "    image = image[:h, :w, :]\n",
        "    return image"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BIVzt8eRrttG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "fbe38dcd-8610-45d3-859f-214ecff0c2ff"
      },
      "source": [
        "# Prepare image for inference\n",
        "image = cv2.imread('/content/source-frames/image.jpg')\n",
        "image = resize_crop(image)\n",
        "image = image.astype(np.float32)/127.5 - 1\n",
        "image = np.expand_dims(image, axis=0)\n",
        "image.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1, 440, 288, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "moSasqoY8YVO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@title Run inference\n",
        "model_type = \"int8\" #@param [\"dr\", \"int8\"]\n",
        "\n",
        "model_dict = {\n",
        "    \"dr\": \"/content/whitebox_cartoon_gan_dr.tflite\",\n",
        "    \"int8\": \"/content/whitebox_cartoon_gan_int8.tflite\"\n",
        "}\n",
        "\n",
        "interpreter = tf.lite.Interpreter(model_path=model_dict[model_type])\n",
        "input_details = interpreter.get_input_details()\n",
        "\n",
        "if (model_type == 'int8') or (model_type == 'full_int8'):\n",
        "    interpreter.resize_tensor_input(156, [1, image.shape[1], image.shape[2], 3]) \n",
        "else:\n",
        "    interpreter.resize_tensor_input(0, [1, image.shape[1], image.shape[2], 3])\n",
        "\n",
        "interpreter.allocate_tensors()\n",
        "interpreter.set_tensor(input_details[0]['index'], image)\n",
        "interpreter.invoke()\n",
        "\n",
        "raw_prediction = interpreter.tensor(\n",
        "    interpreter.get_output_details()[0]['index'])()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q3GYU9kOsrgX",
        "colab_type": "text"
      },
      "source": [
        "## Process the output"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dkbqEf6F-lJ_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "output = (np.squeeze(raw_prediction)+1.0)*127.5\n",
        "output = np.clip(output, 0, 255).astype(np.uint8)\n",
        "output = cv2.cvtColor(output, cv2.COLOR_BGR2RGB)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oig7Ib-c--vt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "outputId": "e7f4ffd0-998b-4a8a-d2d7-3e65c2725886"
      },
      "source": [
        "plt.subplot(1, 2, 1)\n",
        "plt.imshow(plt.imread('/content/source-frames/image.jpg'))\n",
        "plt.title('Source image')\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.imshow(output)\n",
        "plt.title('Cartoonized image')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JB8Uv9twvMtij90sYSfUEFTZC203DO9nM/N/ayGouCrL+/nRMn44VERAgMUaOTIbBckzdY2ECKCLjUeLaNRTWJ6/eJy97PGfdGCxBaOIb+8hIJxcyd0XccXHcPAy5G89CLcJHpd+CoNJBc1ANL9ctrtJCf6RAs9Bh9zDSjtPCGkJGbSYNHY2EhIc6YIhrfMdinrRcxF0axRqCh1enEpG6OXQFKY5TMS3gNi3K46IwHjtPFqg5H+NuWuqsu4DY9FdMMLGMuAyk4O70uWgpSptgBEnkIOc5HucCuDlgsb2F3hXLo5thOCINpwNzpMQCHwub01ypHoscChYni0qNyKYV0IwGLRYZsRrvWc8+EUEtvGNUMPcwyh7ed0ltNhTcYkEqFuckuThRciwGqHG/ipYpynJ11AX1GQPDRXbjoFwRw+3ug4j8XaInbQH+bVZAXVJG4+GBfJCqHEswmuFZTnsllX80nmPoF98JmGTEEkMR3MOgOGHYL4I/LIyxuQW0oC0M6WhoNNd8SfghQ0WZztNjshEeygiquDgl1XD0US42wqOXOhrHD902/nJy5CevdHSIfT1WB4z06LtMIM8Eg6wN9vrvesqMRhoZTb1MxxUJwy0e1x0hsOTipRvGeLypsV2nM5KLrk3HixkX6YvGMBbGdTO7jcXMPbTKHUmo5M9SPlr9zt/g4qGfhIEkgkRUNCJKCfhn9JYn/NnXcN6IToTOt/UKbgbqmCi4ohaQlmt4qc2JSMUsok8R1D2N+xKXOWAYBSkNm6Kw1Bjx0HvAUczToUHw0mIh0BEAGxdczQOnckrETGW657k3b2x6OzG3nZY4cHHFhIBGjXQewtUpohHtenjk2nRaZFwrxcImjGBbQSiTf604BSOdIIFiJR2xhqhgKmlcBdeKYuE8BI6FZ1QqXjEJKCbgnhbztgjmBSkKtPDESVvm4WnGuRhjdKNS6GIFfVp9umIYt7v/KlEu/RGJlAi3dDS6GrHT6MOJBj6kQhgXGZU3DFLALDKhAaNSaUIEm97zWkdyAfDRMwxDjkiGpx7zIcMdTYwrsGlSEWWCKiw9cpFxH5uQxWgwR482cUvfMIoeIZJM+yR+7Gs8TcaFY1oE1vj4OBHGCUaCjWsM2jcmfZz/aNSZ9iBE2xWbzms0rBHGx3kF1iiThyZ+MSTE6MnHD8c/cfzpjAPHdBF0jLDJRWn0ssddbHrVDuaxAsf4Pb2CXyn56PQ73MX1mpWgj0pCIgZIeNA5SD7qiaVT0wRXRc1ADG9xX1zqFPXEguuTPjoFbxZjrA1voNIh6uAV0cKQMICnF2wiGdUMrByKOqaVIo5mbkE0oByxjWsgF/oRasnLFlHEdTJOgRM7To+ogAVIJFIQqaAWEIOnw5qLdyGghSkKhEnPlZrGMo2xxlhVl4ioc/2TXOyRSixqEos/HiZdFPOCSpscxGoF1RLKqYYPuQBT0HGhlLg+dYtxUIvchcWjNlXj/lu+9zJGVJKQi4OXGCeL8cE25+WHylXT1rWQ3pwokiFg2ozA0xK/lkwKqGhgWOPv8i+y9i51w5sNg742kjB6NWlcNV0SSkIyo5dg64kwWZXcj4fRGTMwhjOiZcraEE0ww8bfUOyAa5BEhaWsjSnABKBM/mrKiI/nIrdhxrnIy18rc8xpgYShmL6Texg9ci8c9HBHb29tI+O1XzSJYix8c0Fl8zDr+7nxK6ajbXh3a4M9AUjr3EC+LpS1MberuwDYcYxGpaRnKAxCGDLTSFxJmQwWxIKuowHPxdbNaQKo4i4UMkkGuGXU4goZuJsOpB8SHrYW0JpjqTRTRCsiHWYOMiA0NKGaDKmYokXJZHDqi6U+yJj3cB/Xe4SNyM26mBnegJa4uyWuKXgNQ24YkolLQeM6abGQoEDFm0Ha0XBoFKyGRxsoRUJ3JRKiqiANxfCc2+ErJZnBLaPGiDdIh72mLkcCoSEa90mLUiS8dBONJUuGuE8W9wED9Y6ChR2zcPgUw9QCWHGnaMStcX8qzQdgiH1ezFf4ELkqDPfoPZPPgnYpYV/w8CTScDC91ouMtMqIgfukVJsskk3DERBXaJcn3iVaqHXO9pFjzBc7zGYLVCu4MwxLVvvnWe5fwIZh45zDKo8e/2gkR9x2MomuuSCsf7c2yp7YlyXmXqaEaiSW8roTLghPKBaQcT7FSr85vzbx3k2DLmtDm1jnesv44bhYpRHI6MTzs1j70nuSWEBlHeIwwlcT3DIujKy9cR/vxfQ6MvejJ68jZWDDO01zHRDxGPR6/M/d8bJ5zVefCIJ6epwJM4mAlTDOYoKVwDfd1pGh45mvyeFwA5xhAFfFmuU67IjXdCTAZQgjkStl0Rlt2GYxv4HZ1jaLxZztrcpi0eGDcebCWc6cPUXVRq1lipDEBCmOeslFPzzmcL0zyeodbgXL5LxnDsoxkIZpQ31AkokhNgs98YbTR17EZwxYsDNiwKCU3P/I5KqxUBSfIgKpNRKRNRZyRSJBmckuF8dslQ5hCSjUwy6s4fU4Ds3QEvquqd9BnklyYt6HQARKouiGaYtrtrAjKo5bevQVJK8BAVOjk4I2pdcWc8tLJIxloJjTSiMudMJ3LilXheEmB3yi65FhtYRP4aKIlg24Y/SUde0UEB62b3jca896kwMbnptbSyUpXH/DLbzgk17OrbfexvZsi6Lp9eMM5lzY2+Ph4+/n4Q/cw2pvdzy5dELWcA0jhRGYVgxND0IlDVp6Tx6Lhvk4mQXpFNWOUkbjHZOFVGi3lrssxPIentmaocE02UNT0l+fcn0lsDmcqoXWRsA/90f+TJzio9HPRXH0+jbgkpFcdRGNcG1l8v5oHlNGCBQXoXg4yjk31pFM3stxlb0ouT7RCfPa439cVsOvAvFAr1IPc2FCkZbQWSbdx8twd9QcSiTBwBnyOQpiFomz5hMFTTHUG0bJAV1h4pgX6CvXHDvGyz7zs3nhHS+gmy2CXtcaTYRigsvAkydP8Mfvehd7F84wmwtq6Qk0CZaQgHgND9GGWHB8nddYR1ipFYnLYwNN91OHtqiqiHeR6BNDGngnKA2jD2PYnGbJlvFFzunE3KXgNIoXpFesyHQewTBaU0mR8IC1CJroNuSYSuSt3FrCsuE9K3E/JifDYiESFfCaOjfxYsALFU2vPRaMkYYbNEHHimE5/70pTQnGTIt8hhXHPaKuYnOaMS2ETydXieFmwqjHQdPRUEN4eyO/U0aKWaQWRgwWWRtn3bzgNABhMtdJrEh8CVtHdnjRS17MnXc8j+35zpR489xHp8L8iKDPu43lhdM89tCDuNlkWzY9U8mbp6PXOp5nGnedYIrAns0tkjyMi5JSS03DXZJhEAoWZ2X0/ZCZdqG5s7+3izWj1ErtavwOpmOgBcWoXUdrjlkyB1wopcOJDLuPWXzPBTChpTWvnfRCZBqbNdPm4IIVlMpxkHQ0xjp68umFM8IkMsUrPrriQtwLGQGTSCxtOOCMl3mpcp2rSUSCgmpJwzNApUwhumNgml5qGERxwbyhSW/LFSvuT8IYYi32J4Fhl2RfhA1wvCn9nvKKL38VL7rj5biW9OhBSkfNiLbRceONt/KqVzX+4Hf+cO1NJwmATOCjGt53C31VlCYBA5XEt8UJxoUIWJcGEoRKsS2EDtFZzBlvATG2lnpasWagw3peeYG+x7RRpaLdPJzkjFbJsXGFpuF1t9YQCW9c6zjXKsGaCXhESqbBx+SKFCa4L02vma7RGDcqBQuQDimOmELRjHgE+uC9WzpwZpLOSRjx4kkBBMSjzsRH3bcxCkioVttF8fJBuWoMN4zJYN9IAztoZUzGyYZBjJcjVY/JU9MxxGH8LGTCmsfEXf5uPpszW8yD0z16c9NPxxCp0HUdWzvz5IqOp7fhZWsmDDc9fg1vV6fEikzHRcB7j+u1MRk1FhjNUI2kjJmxt3cBEaEU4cLuHo8+9jjHHz7BqdNneerkGfb3e+aLjiNHtrj22mu44YYbuPWWmxl6YzGP0PTIkR36YWC1XLG9s02thTYMbO1ssb29mCIaNsZuHMcxfE3kmxG7ZISuRDauPb+zsWiNeOK48E77RybjPd7fTebI+niJb3swIUxkAwvm2aADfpTi6RmXUO/kP1sZ4YFRZ32CvUwzGjMiMS8ji2JMyDpIAyruLZK104gaZkJRGAZna75gGJzSkXhxFN44SnPLMS1s7czZqguM81gJD19lhmubmEJh0uJfcLCDy0whjJzFOahHjYTLkJS4OgWqmLNiBU7QgFXprVFc6HvhqXN7PPzwBzn+6BM8/sQpdnfP0byxc+QIx45dzy03Ppfbb72FG669DmioCKUEhBHQuLFYVMogLId9jhw9wny2hQo0gZLjJmJQPCiFJrgp0o1FRFGUpBK0S8SDAuuNls61iyAmtDHVkEyYMZ3mWVAjSBj5LIKKYqF1wjaYPcFYsTIyZjYB1w+Vq8Zwe3IZY37Hil8EhrwEE8uVKFYs1WSLaA0PcdzRBpVvNA6MAyQwcYSLUHCGoWe5f4HeliykYyRwbkLFxsCq7bG/3MWskfHoBiQzrtqaHj9roz2+Fg3q0ljc444xYGa01ihUaoXWBlSVZsbe/pLHH3+Me+97Pw8+cJzVqufs+V1On91j1besU1GKRlVXUaXrZkhRFltzFrWj1EI3C2/cPbLy1113lJ3tBXt7S45ec4SXvvT5HD1yhKPXHGV7a8H21haldoBi1jCzHOPMDYwVXmMU45Ke+4h3b3jhk3fOhyxso/esaYw014ODLKixqpo03Gt6oSdcdHUbbgd6HSgervLIWcbSkdBkk7jQRDFfMeYS0JJeWlzxQBgMzeKUkXrnCIOnx567x4EqPPH4KW692Wis0n0EHQythUjRNyjChaf28LKHasOsx7VEws4TbrQWjA03is2CupmOkgwalY3WBWddFLEVZkLrHKElq8kxH8h8OWf7XR48/hDvuevdPPX4ac6e3ePs7lma7cUCLRqQHoLKDC3H+RNRulLYWsygBKa8qAukGEvtmeuM51xzE4OuWA7nuePmF/KSF7yEO2+9iefedAyb79DRUQughjEgIlRRvEQ1Y1Rgy5hWCOaOO04LFkzaFK/BN5RklJSSTKk2OjQ14sUSbJu49eEkWi60PkKCBK9em9Dk8pHkVWG4RYRSI2y3TByKQ/PIPE+c0aLUWtExq64zujqj1i0gymKLlMgFZpEGBM/XrSWOtK44A2e12uf4g/fSLYR24y1sd1sUqYlDG4OvOLt7moePP8iTjzyC20i3GhNoGxjf6IhmMY9mKbKSdC1VtAT9yiZCeeBtyMDQlN1ze5w9c4YPPPAgH/zgwzz00KOcPnWB1hL7DKI65nG9Kl3gjaXQxBnaCimF/f2eIoXZbEYtJUuBg9p0+vReVHeViuopPvDg42wtKseuP8bzbn0un/zSF3DHHbeztdiOvE1r1C6pTC6MlX6jvYxF13GLYpgJvw/sJal96/GKv5pRSnyWbK51ZHVQR1InEMkKwiymgMn7vlolqhsXgWeKTKC+iGHeB2UvB0ATcgjsuKPzGaXMQGe0tsS9obUiKMPgmDWa9dANqPRRdTc4tdSI4ubCu951N7fcfjM3XH9z5EeawGnBbxC8rGi+x9lzp7nr3XfR64ou52BrwXIWhaYODcR7IKAHqwWsoIFJIFZwrzgSpd+MxT4d0IF2iFSWvuKBDz7EO//oT3jfvQ9y+tyT4ZFWJah6BUrBzKMkPiEKF6E1jUjCjKXvJ3zWuCAragnPf08Gdi88kFCLcvrkXdz93ruZzxbcceftfNYrPp1Pfukn8ZzrrqdUZ1acMquI1nQew2mkOm5pcEUZBkEbYEIzg1XDeodqkWx1w4Yo0nFpAVflIuvumGbpvnhGSQUfqfgaizjqcbzp+caXlqvCcKsq860tzPKCLCqOBhuw1hhaqIDmSli0UsuCbrZN182Z1wWlWyR1ylCtYeARnJ7WGn3f06xnsCGSC80wW+HNOPXoSc6cejOzncLW1oz5oqNoUH761cDqQmO13/A2QgC+gaOPpifAxWBZROLFNyCEMctmFpHD0Ab293c5d+E8+/tLHn/8cU48+jhPnjzNo488yekzYaw1y94jISn0w4C1wNJEa7IA0v0AACAASURBVOJ92SJAgnFSEbQUtFTQGkUVFknHES8NkoDRzLlwfsnuhRWnTy955JFT3HPvA3zWZ7yMz/mcV3LjjTeCR38Y0XUxE7BRzh5jsCbsxeuRo+wQWf7Woo+DO80cLPD6SMC1ybWecqlrVCX3OTJULGOecVivbsstonR1C7FASM0bQqN5wyQoYkbDEIrNEJmjzJnVOfPFUY4eOcrO4hiNHrcVdbaglrinvS3ZX+7zyJMn2Nvdo2TBi2hlNlfoOs6dPsnP/czrueX253Bka5sic9QrdIbi7O/1nD19nlqdo0cqTQRaYMCq6VfIOMxxz10iIerWBfxjkUQ3NXxkd/mAoKwG56kzp7j//fdz4oOn+OAHj3PyiZNoHehmHVortBrGEEe7AbDoOWLJ9PCRsRUUShGhDYFNq45l/8mIKTAkV1EEtBeaCf2w5O6738e7734/L7jzNr72Na/m017+GdTZgk6d0hVsxKwlWmK4CaYecAmGW1D20ApasMHoTcPA7xquA1qMwRQfNHDyIaIMdUeK4WKUEjxyyeIlkWS5i2c169PDJHAVGe6d7SOYt8nDa9ZTh4HVagBpifEqXV0wn83oZtvM5tvMuh1m3RZdN0dKSTp2Gi4AjGEYWK2W9P2Kvt8Lr1QMKAxtn2W/T9vt8ZMtE0mFUkrAKSNWq8FsWTe6UkpRRLMYJb14zwRNKFkY67Vt8ViVzTl34Tz33Xcvd737Xk48+iRPnTzP7u5q8lpFlNp1GAFTmDnL1YBZo9YKKFoK7pnEcNCSDXXGlLiHZx8FA4qWLmGFgExsom4FU6Q49KvGqdMr/r83v4vHT53jq77iL3LbzbehWuhqJQolyMQVE/SRLxnBqTVULutiEtb5AUvP3MwYrGFDow0D1oxmASGNDXcCjhlr5WJxGBkqjGWkV7GUUrju2htwYvF3N1a2z9Cv2Fs67jMUKGJoV8BnVN3mumPXc8Ox6ziyvQ1sjdByRKBpLM2P4lvGsaPHOHn6DE89eYr9c0sE6OYdXe0oW3ucPH6CJx9/mK1FZTGb03VdJMJnhW5rxtZsh/l8PlVgCgH1uUowOCzVyjTzOhV1nSo1EYOWBShSGdxYLnvuvvdu/viP3s2DDz7CYHvBIilKLXNAWO5HdaeGs8xQ9iMNbSAyB9GASYGg8kXJvbgT/aAaRRWVsfoyHB3RMuXJnDU7p+qMosIDDz3Cv/mZX+CrvvIsX/nqV3P90W3Mg5qKz6BUaMFYKWN1amJ5AmSGmVIKdebQS3y21WDWgFXg+yIYyjDMsNawBtKcYemYKaUZlJ7BHUpDSh8JSoDLGO+rx3BvbQd65BIUIjOsDfSrPjEuKLVQSketla6bMZ/Pw2jXBbNZhJSCRGu1xNPCoPaYkXBDYxhycNzpe2O117Pc32VYLQPHLUItZd11UIVSK6VE6WqphZrGXUqN75ZCrYVSQqHLWMiTZcwt4YC95XkeefhR3vmu9/Cuu+/jsUdP0/dDKI2Gge662Jdb4GfNGqqVWVcQnaGiqETRgXhDNAy8u7PK2EutUQy62WwyeEMbqLVgLkgTWip9V8l8QWaYXGlNuf/eR/i507/GF33BK3nlp30q89k1iCol4ZqLoo6NTOZIDbvYYx5ZJ3nP07xHwUiHz/PnSZFsTnjj5jRrSHPM++l9RGVtgmWuZqm1cOOt10citilG5DWWy4Hze6fYP79i1QAiD7KYz7n2mh2O7Byj1Dm9d5jB1NDEQS1YE8UdGNipOyyuWzBjwfvOPEgxZXtxlNmso2GshgHMkL5HSsGlQ7WwkI5qlZkYpTW0jLGSTDUGJk41CagjmztVKxNN1ythtIrQDM4vz3Hv/ffzh7//dh488cEw+qVCFq4E3Jb3TtN5EEPp6ABtR3FWqCzwsorzlvDmo0xmFdWUXihUxLqoNpRgfniL2omp9Dx7kwhRCRmVmsJqJfz6f/xdHvzAA/zV1301L3nRCzE0oFa1KWEMuaqYEP2Nwpsfi8IizBW4Ib/vmmMVObNCYN90TFg4xwbMG20oNJvRrMGKhFBhFZVET69Tz7yafvQiotTZLCoh3XEPz9CbYfMw4sHHLNSi2YayC3y7BAUOD0Uy95zQIMkJ7Zc9y+WK5Wpgf9nTLy0LQpy2NPYuLLlwfo/l7jmGYcBVqCVZIUXXeHAev9RC6ZRSu1hxu2CdzLo53ayjduHp1Bqvi4bvf+7CKd7+x+/gnX9yDw8df4Ld3X2Wq+ximJ7r1lZYMHMjuipoeKQ2oEXpsno029KgNdusWiiSlggXS4noYPLOVKbeEU0yb6DBszaDWscuimQToMgRn35yl9/57bext7vkMz/j5Vx//Q3sbO1MXs8UOo+G+FIA9Wi0L/rkEu/HpCYlPJ+pbinVVBbprYeeiBmW/65mUSnMt7YQt8zhdKgUdtw5Ohxh6Af65SpYM0WYzTu6Cm4d4nOcihbBh0JrAtWj2x9xfz2r7trQI24Muyt2rr+Oo9deT1eEle2xe3aXysAeinegtce3t9jqrmVna0a36CilS+9Vgh8tUURiCkPzhEaiutBYglScBcWj5NzceOyJU/zWb72R++6+h1IbTqG54as+EvR1Rqcdg+9lIrXSZMB1hVuPa6Xzlov+KqAPL8ngMEQNtZgXIh1qBS9xTlHt2FApID1iitWG0CFWkNLhmvREj6i1t4G73ns/T/7kz/BNX/+NfPqnvoRaK8WTOZPwBl4mKI+cf5HqyoKZqStV5HLC/kw9B4EBWpbZK9BmwesRmHUCxfC5xKQrDTfN9rGXlqvCcCNQamXNRsv/m+PMosufjyyNklYlu431+wwDDNqQ5T4tJ0dE0I61Rr9csbe3z3K1ZNUvoQXcIFhwmwen31ty/tQ5VqsoXtBwOKJbXSYPVBWtSu0KtRRK7dBkbcwXC3a2t9na3mK+WLCYL5jN4kY3Vc6dP8Ob3vRW/uDN72T3woqh9RE2Zbg1m81iKARKqemtJ2YtQd2qWuhqQbSw6vvIA7giDJHZbomTlnpRUY5KSWYL4QHUsi4IygRpwBYtDX5a79y23B9461vu5oknz/B5f+HTeemLX0Sts4vv4YYRX9/BywV7XPT9A58e+HzEzePViOejepUo8IcREYosqO702gPBAXacWV0w61aUnQK+SHgr/EotdYKUAnsL9sPYw6cSkQklw3EVnjp7nvN7S245eg3bR44ibhzpd/B9YxhW2KD0wz4w44wuOf7QU8yPdMwXis4yYsQZCLiu65zZorLYWnDLc25k68gcvDBWJrv1KE7vhfsfOs7//Qu/zJkzp2Cnslop+IC40+kWUkoyNAyVaKZkaLBtTDBROipVZzRfRQm8y1SgZZJ1CF4CyhjBd5GAMbOhsE/NnzZ6VRYDzxYAqpnUN1oDU+WJJ8/yoz/5U3zB572c1331f8YN199I9j7M7GFCdpoFbyMFyhwsGzcojNVW4mNEKURGM+eTeayE4bTD2J+mEUljZpgsY2G56j1uyAKbpNblwxSmptwbRmGcwsMQCb6hX9FaH/xRFXp3Wr/CbWAYGtYGlque/b0ly/09mjW6rmNne4tag53hLjAMWD/Q7y/p0/j31hgyURrFIYbXgHaqBlwiVem2Fhw5epThusC0au2wLjBa84HzZ/b4zd9+I3/4trujU5gUFvMZrQW1sNYRew6jbRaRQtnA0ykdYsZy1aehrpOSaMlII+mIgYNrsEFKrPDNnJL1DNEyswbuPfUvl8S9kz8+NKQWTMLb2tvvufe+hzh37hwnHnucl33yS7npxhtRqQGPTJ72OkF5JfRkUzYXp6tdYh3MVqAWjCOXFrCVdGAFz7yBFsme2dD66A0yOg3ijRUD0qL4ZajO0K84c/I0Jz7wEI8+fAKpC669YYdZN0PM2Vpcgw8VlkazRukV73sutF2WLeDBofU0XUWRjkTjp2ZBIZzNZszmlVe86pV86svvoM4qbgU8nJ/BjXe/7x7e8PpfYndpIHPqsqA6ZC/sOSLK4CuKbNHTaPRUMySjj6iSVkx6lnKBZIPjMsQ5NVkbMo2CH0u4QuKEaXVAqUhi5KqjZ13C2Gu2BPaKED28qwSs3xz2VwO/83t/zIkTp/nyr/xiPuNlL2cxm5PEehg9YLUsSgp21bp/vGVDrRE5CHpmVKHCurmLBiqAxT33kovPmLJJ+3cZBPCqMNxj9hcZQ+3ETB1kg0Z2UTl1c4ZhYH9/xf7uefrVMKWu2qpnudzF+sD1Vq0FVLLcR1B2jhxhMSvMypxCVEdGdWJgY8SpBGfYfcJaB3d8aQg9Q2aBDZhtr1CtHNnZihJaZOKB7u3t8Y53vIs/ece9OGXC57Uoe7u7Ac1khDAmHUuJ/r6qUVzhHgmNKGPOsrkheoaXbm3ALmrEZGPIFh5b0ToZ5wYZ8mZps0pGN4Glm1uGaYZZ0PaaBc558old3vz7d/OBDzzC53/+K3nxC1/ArIT3PS4+MnUnvHJG9Wrnbm/KaIRwoXqdcFHRqCVwIxlIUc7tntW3Hob74RMPszx/AbeKWaV5z97qPD4M4M5yf59TJ08xLFfUDjrb4eiiYyYLSmeUfpsZXdDzmqH0WJlRi9FYgsAsvVcpNbjRWtABBu9YeUVWAzdef5RO5lEgZotMFBonT5/mN375t9hbGs6cmWwxs8qgu6x0hbWBRi6yEi1no71tmYwcGvBIJKRj/kenwuiYJ5mNNhx1ZaChmcQzjE5rQiIxheMBBRqVi54tHHyAfGpQMMBiTALPVpoNSFXed99xTjzyet7xihfz2td+LbfcfHtEDk2yL05Jls1YywDhMieSYqNDHTBkKsFk8NdfMrRplL+TXnyL875c8Q1cJYbbcfpkR0SnsYGpytFDqRVLHDhZExJ0vuVyjwvnzrO3u4wS09aw1sNqiL8YvTlD8xiUMovHERGYVxhIjUSjClqVzke8OJIZntTEYi0ViwyT4qklXZmzmG+x2Npha+sIi8U289mcWgpPnHmK97z3/dRui9oFw6C1lknXNnnowzDQWhQ+mFngbDWerlETQ6pa6A0oGkmnFouKe3jHpYThj6+PTwMqk1Ma+L9RalkXyxAJkZrJI0ezVHejQjKVaGhGUWehheUevP3t94ALL3nx8+m0C0xPNg34ldOZy7W8vOpEoBWL/JbFZC4aDzYokslVL+ltZUgtjrZCP5zj+Afv4+Rjj0Ffg7+/7PGhD0hQG1Kdbl7p5otg//iCrW5OKXOqOr3sRWJQItE9eLCIjJxPIqhVmq5giKR+tCt2fDBq11gNHTccuw44itKhRNl6c+Ptb30nTzx5nta22Oo6iiu9ZDVnaXRWwskRAgLR/ejFIhWVWXjQWXDkdOADxReZkFyCrNLgdtRIqISuuSBhpbPgJZtgpQfXPLDpePLPKqPDYMAIGnkhjaf+RFsK8EEYOqMNlbvefZzdC7/EX/26v8Ltz7stnclkOCkBn5iE4fWxxQNhoJPVpbrWgXUsmtRXEShC9FUn9hW0logwLmO8rwrDbW6s+n56ht2IVaHBPhj7dRSJ6ixxn2CQNvT0y31W+/t4CyhranpaSmIDsaI1UbpaM3FYAzpwCeytKGU2YwaJkzvVGyR9rzWluSdlMZ5e0sxpKNs7C3a2tzi6c4QjO9ews3OEruvY29vjjb/3Fo4ff4LZbM6qX7FcjVzqCLXcjNVqlUVFkcoopYAotcTTeMCJ/GuhEt6xtT4y+gmfabaY9KTOSf7XbECk0toQSeASjeJjccgS4ZrPLAyAMCJD82gElca+lhLZfzdaiwTPan/gbW+7m5NnTvFZn/4KtufbXKxsVw42+XgSd2dI58xYRaGHDhmxJUfYNXIupuCWlZGOyy67Zy8AQjczOgWda3boil7cpiuaGq3tU2xB0RbRZKkUbQwWjY56HKrRWomHK6CYzyM6cwtSgCjeYv4UPPWw4PNj7Gxfg5QdVEYnYcUf/fE7+IO3vhWRWTglZclKltlyNvDoQZcBM1hBaMyI4iCnojbDZQ+zipQ5yhDsDTICsIIVmx7U4D5GlIZWiT4ptWXSWihScbV4YIqX5F9H8d5YaA5EoRKR4G6lMSB0zOKY2c+1zrZ54omz/OzP/gJf+Zov4dM+5dMpWsNgu0+wiIwe9Lho5MLrVkFbUCC9ITXNrcH0yBAZ0gmM3iae7BUfLf3TyMdkuEXkAeAcEScM7v4qEbke+Hng+cADwNe7+6nL7cfd2RuGNWBPv1HckbxVhKJKzQbjZsbK+3h+XdEY0Gz2vl7kso+vDUgzihulC+5qUPeU5lFs05UoC2/jI6VIOiGBVQ1tmPDuCGcdGQJOmXUz5otFJiWjUnG53Octb30b99zzILWb0cyC/WJGmUWIWLwmtBIVoX3fTwyJWuvkhTvQdRlIDy2MtAEtaE7o2LiGDPc6yvhgVY2y4aI1CmiIRvXjY8ec8LgFnSC8khWewMRXN2H6ft8PnDp1jvnWiqodd7/zQVbLns9+5adxdOcIwuW9hY8Xecb0G6dJw8UYSj911ysenmiP4bYi2hjPgimB0Rdn1Q9kSUGwUlq2iG1zxIKHJyaY9gmXNQbvqbN4+EE0m1piMuBBRIxo1pNa13SC2lof+Mz4gGAwRCushOtvuIXZfI57h5ogbhw/8Ti/+uu/zWpZ6a3SzQXEmNsMpGJecatRWzHE/BwS965tTutgkAtY2aXIIto3WdRtgIL34TxbGl2DVgJSqOmeqURxjmhBveAuCa0QI+tpIK0mhjxQ8ikzEJ0W1SSbbY0PPYseJ3XZ4d7RnzzNG/79r/PUq8/whZ/3BcznNXsqrQENpxBPjqxISyMkadTF1oViGcl6NgibXHGyLYBHZbjJZaw2z4zH/SXu/uTG++8Dftvd/7mIfF++/4eX24E5rFo/FWpEwUiEIJbN1gMeU3QQSg1a22CBDXeqUKPz2Vj/HLlOw70kN9wQiy55s1lHN6t0s45SGsNqRre1YL6/hZYus9lAqrq70Q2RrDFr4APNBlQafdIUSykBQdSCufGe997LW956F62NlY9jWjXDYTeKKL0H1W+5XE6FN6pKaz2qHd0sPeRmDMsV1BoVlRpFP2i0uY3ezFFWT3OaNjS55BIOfFYayhpfHRtyZXGCjLjxxEaRiT2gm/80+kesli2StSvhoQ88gXIXn/yyF3PjtddRS8fYw2TcX6Yn1r1k4NJY3qbOPvv2/2PWb4DBs7hibFhU4j6NXreXFUKh0VPM8ikojb1+H+hxnKEVOo+ukmM+DAICMamZWHZkZsxm8bkGl5VZrbQCwwBNI4E9YDTJGgNl/bR3DY/W6EFgteq56bbrqDaPhnzNObd/gV/8pV/h1LkLCHNKRzzhRaM8HMaHihRMekz3cZYRMbcZfQkDKlIpdgw1p9U9Rppp84YzYObUtkMrgpfAkbUF7j122tOR4w4g+Rg1PBKVWrIbyIB4mSDYyYh6sFAk2xibGFihMIsHA/eNYVbYXzXe9Pt/xJmz5/nSL/qLHLvmmoBNhA0DnLm6EgugZLHbSCP0FnPVR+ogxMRsnqUImgzYxtg6+enkSkAlrwVena9/GngjH4Fij9xICEaHkYUYeRPMPTPFTqUE9kxQ23y2wPtcacdoRT2yvRZdw1pCHl3t6BYd3Sy41qbKbDFjsbVg6HcCI89jNm/JIc9eJzYwmNPaQL/aj4KQwahF6UryX23g/R94iDf/wdujM9tW4I7L5T59P1Brxc1obQBk8qqjMrSiGp/VOotkoVSKSiwozaldDQ/No5VrKF62qyzgEgUy7uMCSORBlKgo1brBIpGpa6EQBrVMfNnNB1GMieHsO0xmxkkQqjmrpfPgg09x7ty7+ZRPuZPbb7uZxWxBBrbZZyTu9Njw/+NU/lT6LdIF6yCfHi5eaGpRXZexYSsrrO1TZEanC2qr7Bw9yqw7wspXDERhRjWo3qXPGVFlI5PoGPOu4hIslFJAS0elo+u2WK4GVj7QmrIcVgzLVfjgqpQS9Qvz2jGrNbumBqX22PUz+l4oiwAVfvnXf4WHjj9M1S1EaiSw2UWoUWSkPeIFY0XTHpchHvI7zGkyhA5Y6lFCNNgyYAJ3TJZTkrLXXVw7ulbBClaEIk4bBmpXGaSnIpgEJRAPY65SsjMh0RwrC9o0c2Ri3WTwDQ8bmwyTflBqJ8GNF81Wrc59972f3VPn+NKv+GJuvfXmDEM9iv4sHLLJ8xib6Fg6KUUyER1P+gmOetRVkE8RYqpsvnxtwsdquB34DQkO37929x8HbnL3E7n9UeCmS/1QRL4d+HaAG55zfTT2J5rDZ9+tXMzC4DpxwUH+N5BKKZU6U4p3qFTacpgeNjDh3NkucSBgjq52dPM53XwWRrQJNpsxbG1F57KhMbjnRDDMWy4aYcAHN4Z+xXJPwfcxW1HSsxEVHn/iJHfdfR8XdsNLAme536fxIxRxtWJoja4ElU61ZhHPSK3T6Qn1cfOjAEE1vf9SGJ+bFzTW9JCz6nBMcPVmdBp+j/v4UIKxLDmqPYuOpeSW9ECnpMc0XndUVaahH5vMx+o4tQKw1N9zZ1e85z3H6Qd4/p03s9UtovIxPYjxqdZjiHhJAy4X/Xk25RnR7+fe9ByCfpk5CB29MUuKGvHQA4xSoTSi+lbnPPfa5/K8O5bcdfoCThhvpEMaFBfcCwNg0nCLrnJSBKmKVyhVmHcwX1TK/CiL7Rndwqm6Q2/gxalFqKrMtKBVOXtul0ceOI7YKjjVFBbXVlrOyg88+B7uf9/7AEVbZd/3mZUuawMMYx/TZZTyG5m4m1F9C/MZ6ADs0+gJhoZhrtjQIdoCp85e20YWqGVv64iiG5iipdFbo9MSzgY18j00gmwnVLqM5FsscZncxwTXnkDB6jpZKIXBDZV9VoOxKDNEBRuEoTnVjcefeIpf/9Xf5Eu/5PO5844Xhg8jqw2VifMY+6KPn5q1pCUWhIGxOEk8H4Fm0ZQquv5ueOWXkI/VcH+huz8sIs8FflNE3ru50d1d5NJgTU6CHwd4wYue72MpdeZUUSyU0AVr2SBp7BsihaIzCjN0fPKeGG22woZoHCUbRi2y5NHruHYd88UsPe4Z7jWOaG3Czlsat6DXZaba4rPmA6v9faqCDQPL1gedTpTlflRgHj1yFFHoVz2LrQXMYOgH2hAPQhgTgwFX5EMUitL34X2N8IG70DJbTiYvm0HNsKKUaOka7JQw+FlHCVKSHxt42kAkgSM5OSaXxluTqUxJ6lXlInhDE9qIfholwmnRZPo40xN9LOCVfmk8+MDjtDbwkhfcEc3lXenq2rsZ8cmnM87rM3tW5RnR70/6lBe71HiE1diMVaUhXrHWJf84EmLiAyIzKnOKzJl1ygtfcDMnHnuCk488jlqjeY+r0yUXXyRYUn0RjIFuPqfoDCfYQ4tuxtFrjtBMqXWH7SNQZjuUbkalJJMrsqeCcdNNjZ2Fct8990dCu5uz2JrTmtHvLaNCuOxgdopmjUW3YKBH3enlPDrroAlq44MX4tFiTRqDnM/rlIwow2Fwt6ws7cP5CiuNso1YH0ldi14l0W8tkohqHdoc6QIbd630no9bE822DjJRAlFNYkjoX/EhIabMbLlRSgfVM7kfTmTFWO73LOYdMus4v7fiV3739/myLx74pBd+UuDxRbIToud8jP1KPooQYhZFQ6x8J4l5J1KAZv4qc0pPJx+T4Xb3h/Pv4yLyBuBzgMdE5BZ3PyEitwCPf0Q70wjjwcN7SHRfUFTyydA5R4qEl11lnk8bV4oYQ1WsddgwTHzqWIEjdSAidF3HfL5gNpunhxuZbrMFnp6pbVgLm/4fxzbrWXYVNdhfLqnLAZGSjbGM+azjwrkLLPd7jh45CgLL3SVmzs6RHQCW+/us+hXDEIa6lMKwXE0UxChZ1wkzG9pApWOsvGr04fl6KEb04zbcgzkyJl7UHbWOKDKMVpVK7GPoh3AMJMvtSyQkRSRoaukRj5V7I8XQzZEuwuqSvaJVgsETVM2AUtyEJ5/YZXvxFHfc9lwW3ciP///Je5OY27Isr++31t77nHvv17y+iRdtZmRWVmVldQkUyMaCMjaWLQRmgmR5UEiWGHluxh7V1JIlSwwszMCyPbFghCwh2QhcBVUUoCoyqyIrMyKjj3jt1917z9nN8mDtc9+rLDICkiwIUycU8d678b7unn3WXvu//o10Y6vPLtpfBD7Kj2199w0qWKRZcXEFS4ydulZAcF60eUESC/09Hbh54y6/8DM/y6/uf5Nnjx4yl4ZK6fWh+0ZbREzRVlmFDWMMTNYIVRk0MQ7H5NohMBRaou6FGpQY3bpUq3UqceWlO3d59vAxz64KWowhjphkSJFpajx8/IxaEqoD1TLEiVBWhLJGayPLjiaZKgVtiSIzVWZvBOiaRK0+HA0B04bmlf9MrbNC6J1yEMwGjAJhJrSIqY8ngzisWqvXCukQYSETzAhEagmdbjY6JCMOMVEd03Z1dMAsoG2xg3ZVZ5ZKbI6BUxJtG6haiavEJg781m/8NqebE+7fe8XrjRY8VaL5RiLVlZXW7zeuUFalW3O4lH4p69Kqn2Dls5ncP3LhFpEjQM3sov/+zwP/PfB3gF8GfqX/+rc/93NBd+ELLFFHzZy9EQRMojMqxMeFAT/ip5CIGjH1w5EUpUj2oYW5y9wCDxzM+/uAbfHysOZBvRoCIbknuGdO+je2xKQt3XtthahKK5W0XREudz0hzGXrHzz+hHfe+4jSGrvtJevVmlraQdK+3++Y9zOlFkSVGH2Dit33BGAJMx6G0alktZHL5N4tzZkuquqbUIIhDkjPkAxmXWigDP391P7ziLlvsEjEqJ3/WtzK0nyC6UV+iVLjUD29gHPY3JYOwaPFFsGAf28pRY6PjkmrgadnE8Pqggd3rx+EsGJ/sNU+2ED0L/nvumj/ONc35t22mjs6irrClk61PDAN+hxBBKRC7FFhcUy89voDnpxd8OsXF2jxIJLYiQAAIABJREFUoeJEI7D3jV4UkQFRSHF0S9+eG2nqVLvWIlEiogNYdPuNKBRzlkg181iu6MKU46NTmk4UrVRw+m2L/ON/+OvU2mhSGdTIZKQYtQSCQtY9TWaPMLOh6wIaUrosXYufuUpC7ZjCDpPMnHbQZkxmTBLRRkJVUlsRVCmdtnhI1hEX57eeSh/UU+RdjWpQS+9iqzc8EglG74D7xtEHlc1ApPoG0TcOVAlEWlNqhTG4rbKWmVW9wUvX77G+vuZb332b0xvHbFYnXbBXutimq5GX06hq/15YQLN+sO2iOnEvE5PF6viHX/8mHfc94P/s+GoE/lcz+7si8uvA/yEi/w3wfeCvfO5nEu/eXFzmklvpzI7WtfwmzncVU4JE3BcskDRBt5GUkBFVchakVqKIOwx2d0HpBdshD39jrYtzSimUkh1Ltp663nFrFul5ryihJ8vEqBBcJl5q4enjZ3z729/h2fkF81xQDZRaWa3XhKBcXlyy3+38++iCmRCUUmr3K3GaUenD6lYzISZGTTQrNFGsVDT695M0kLQyaGZMAzKs/P6jFFz9KP1980URuva627z2rs9BteYCpehBxSF419Bnky9YlziDpUpFNdCq23Ka048JqgzjAGKsxsjxyQm1BkppxPQibvcDYMhnwCb/jq4f2/p2aMSxS+2bnJkT81povf9cUlGt95mg0YglEi0QhpFv/ORXeHb+lN/57W+7gZJVcg/YDf14TqudyhkJ6vixjM6xFrfm84KqfSBXQUPruKqfc7RnY64HD0UoMbM937K6fsTvfPstvvXW7/q8KUFxDSMru0GNW3bpCbEGtAV/26qztKhKtIRJdFhBKk0qRXZ4rmTwGQ4+89Hut5MCtDphWYkiaBRXOgZDUiA2uvGUww2ubQlYkMWj1TcwBXBWh5hHqzV1BoqpINVpVy6wcx2HhUpj7SRKm8kYYgMn9SZH7SaC8uprLxHXI7syc7Rgf90y2ncD6yZZhknuhm8uGEKXk0JCqlM3RZeh7WevqR+5cJvZ94Cf+5e8/hj4c/86n0tEu+n/Ms7zBSR9SGb9OBSk+2VLIEjy0i0R1YGghmb3PFBRcp5pBT+Cqft2mEFtjVIrpVRfxK0xzTPzPLHf7X2DCK6kXKxaVVs/znUM3Oecnf/sHeTl+Y533nuPDz96xLR3/qniSskQItN+xxAjst5Q5plcCyaV3HnaKkKZ5wP9jtYY04BGp2h5YI5zwMcxshkDY0yshpHVGLppjyBDpFTxz9/kEDxhAqKRXCtTc1Mil7l3yKXbpdI8HgwMCbFbt8rh79E762VhHRJvOm3EgP1+JqWR9XrN7ZvXGIZASnpQwvoH8kUs1ofrx7u+/RQTBFRKz4/sGCse+izBHTAlGFYUQkOj+1xoV/kenZ7wzZ//Bba7wvvvvEuZK7l1BpZUzGagkSU7ZhvduIkQ0QEPO6j9CB8aIouNL1TcDtj670NrJBXiCOPmhItHV7z/8Uf8vb/7q+yz0UzR1vM/dWSWGcmVo3pCsQzdi9pqdYgFqKJ9ZFi7gExJFn2WQ0Fn1zrUGsgmbExQHbh164STkw3zvONoHBk3a872F1xOHsQxSCQ0aMUwVbLuMRFnxfSluVAuMSXKwBK6ECS4x7j0dU3DJED1LjuEdIAJxSKhJSQYc7hgVwYGO+bBrXvo6N2WUTlggcEHsw1vbJweq4TOMsE6CaUTA6QBrdKki3EOzc0fvL4Qykmh70LSH32J/k13TqbBYbGDucFTiAySGGSDEmjB0OBww6x+HJqtc73Jh6/jbAnnolY8GWfeT+y2W6btzuGR2BN0klOVQvBdWKJ23Ld5Wkd1cU6jcnF5wZMn52yv9kzT3P3cjVYTMfiAaCo7yjQBRlCh22CTW+uMA/GuV32QFwOMsZ8AxBhXgXGV2AyR43Vis9lwvBpJMWHq2PZcMnnKVEbnsMbkgQvN+ddTLWx3jbkaDaWYUE0w7SpJM6dAYQyDp84vg9oDfo0e4I7FAmBJKF+u1ipPzy44PllztD7pCjYWhhdf3JL9h3CZEEhuuiRKcGNmvCnp/GJpSOyOFzkQR/+YJINDG7gf/P07t/nFX/g5dtsdn3z4IQNCNiUTadoLr0FRpcWOqUphtqcEmbvqLxJYPECCG0HZ8nx1Z0kMkUSMPoeZp8xb33mLZ48vqDHQ1KuOtUy0QLJItR17Ldhc+kzFqJTuJe6Nh9AorRDFAwq0QKOg4kIjTNBg3DhqfPmVl/ilX/rjfOnVl0CMaVs4v5p5+PQx57s9V9MOrFIzXJ0XymVGLPJwmnj4eMcQ9hD9RK0Eh2zE9SJCRS2BdQ9/qb0JCT4DQJGanMKnnmNvpkgUWvQ1n+fM+xf/nJv8IhvbcKjWi/qmwyLLYN+zaQOtuctjK/4MSJfOd76cP2/dMO6HXV+Iwg1959PlsCiOdePJyt59++uCGyalEBk0MYREkAGLjZgbJfTBWViSWoSgzuYQIGjqN9H6ybJSa6HmTCuzH1rb8w2kLJ4eInR3Jlot3klYN2lX6bFejbyfKLOb1QeNXSgAzQppEE51haiynybngMeIzjO64IvSGAKkGBgHIUohqrBeJVIKbMbIZjVwfHTEyemG9TigIXV5vxHiKdvLvdt9ijDVyhBSN2hX1k05SrDLlVKVKsK+GHMTmjnFsOJ4uIuWqk/ZO/ZKR7SbQSmN4IciBBc3HP4RZRxWXDtdM3SIZJmsf5E77T+USwQhdpteV9gF5j6bWXj0/kbGJtS8YhgDwoCF6INKkz6wirxy/x5/6he+yT+omY8+eB+rLqeWYFgTttsztm3LKCPNGkUm2rwjim+uQQrS5BBsK52FUTuisMwupGsISjMyhbYDS6F3sO53rVoQK+4+Wb1ghdWAFV8/ijGXRrFMJhOTMHahT1QhpcrcfO5DHVlJ5ZW7t/iTf+Kr/OKf/uMcHR0xG5gFhijcvA5ffnCLy/IY6sCz/RUX55e0y5lat36SDEc82wfe+s4zHj7cs5uLDxkD5BYd11aQ5ieV0FN8pIcxQEBq6sHIPszRrsjEDO1NdQhKfXSb+PAGcq3ASfMSvQh8WsDzblsfSAuiFVOjVV8XfQyBhu6bjz/Hh8i/H3J9QQp399vui9hZHR1UXUIzpR8dTFyQoh5kkDQQxP15Y4BSPNjAvUiUHAOlKK10nDsEN3NPPpU2jGEYKMNAy56wElRdRmt9kIa4KKcPPFue3SulOS7WamF7teXs4pL9nAkx9mCFRMkTu7rnaIgMQ0KT0lpmJcJmXLvXtiWiQgyx7/7uqTKkyDhEVqvBU9tXieP1ipQiqxTQ/nPGmFjSwEuppOCio0ZFY6BOhZyrY6o05mysaqA0oUpgOxn7CnMGcLmtqHO2HU6qLNmXi1TeJ+OL4ZffQ19ofQhskPPMoycXrF+6gR9Wfn+5/iNVvPsbFQgUASwhZl3Kbqi5KrepkosbQcXm2Kf26L4owU9GaeAnvvoGt29d51/83nf4Z9/6Fzx69ASZjdQaN49OGWRgZCBZpaUNx+kmpT3qHjTOXllOYYCbVdGFW0FdtyCtQ2VGrjOPHl7QakYlEEsksaHYlla3jM0cK8cbIMuVpBuiBIYgWIJhtSYRmGtmLjN5mxnTEV+/92Xe+NIr3Lp/zP1Xb3Ln3l3W6xUWKpmCb2HS4YZGscqgJ7SQuDtuuL26yaflffa5p03Fyv3VirvfXDPvA+8/nPjW2w95cnlFkupQCK7xEHEhlHTYxJ/55CI5qd3qYez+Uk4O6D0QrTSePX3CRfuI1G4dNl/6zMKkItacwW/4xJna8zPNnWKr15iOWHlAMlA/5+n4YhRuP4v72KbHYvlBvg91OgbUumAhqGPc2oeaPoRxx64QlFD7MDFAnMGqs0dAfeC4CE+sS1DrQF2tvSBVD/wVFXfci7GrC3vXaM5JFrTLewPTvvDhB5+w3W1BhWEcyTkz0tC85+bJwMv3j7l54zpj90hZjyMqjf20w1pjf7lnP3uhPVqv2WzWxORS+lUXDK1GV1PGkPznRRDF8/sWEY5EZHDntGYFs8JcpAcLB4rBkIxSnBteTBiSsc+NuUJpSjU37DExyrLzm8MttRSPdtN0UGAe1pj0OSd+QmwNtrvCs8vMjeOhM4f+ra+uL8QlHSJydapSiV7omjoGLM7ICAJXdc88n2Kj54VW9Qe19o+NVmkq3Ltzi1u3r/G1n/gS737wEU/Prmg589WvvMkmrjvw0RhCYgzXKHlLXDy/LWLmPuA+ysZx3x5NhmVKFUiJNgbefef7PHz8qEPBCWswy4RIZWTPOCS+9tWf4iuvvsqwgfXJhqPjDRfnT9luJ55++AkfPnxMzsZmWPPKq6/y+pv3uH//BjdvnrJar2gtYsXhlyCt6w+6C2IP3279H5WEe3sUzi/OeXo+sxpPfSNsFaTQNJI2G37qJ67z4NVT3nr3Kd9/7ynbsz1FK10ogkqjSANJeHbl1ofrNhJqcvaJte6DArlWcjOmUpGh8vHVQ66/fIclm8pT6nvX3UfOS8i4i+kcetTmxnc0/Of2xp9quvCQf+j1hSjcAj0qyLtN7Vid9SNk6z/FkkixvAluTWmLl2BPyFGixH4cr0TFDWb6QM0kHgaArVSwSpk9EV1j7JJuukT8Rdm3Zzq2PtD0G+kQzEeffsqjJ8/cnTBEUgxYq6yi8ODmCV//8j1e/9LL3L51C6uVkDxEoZZMmSZ2+y27qz0hjRyfbJBiPlRaCp2IZ0c2XzxRIyGNNFNi9E69ts4cSXjXjjMLcnYMtdRMMyGpGxOF4Nzh0AMo1qOQq1FwBWttQqld/tuU0jr+al00sAxz+u/dtU05SIDNpdJlLpxf7lmlwPFqEf18Nkf137vLOBgfPffSkW4m1bs3FWiFIDDGQt5BuN7DAkQpYoQ+QOzu3lSpoJm7927y0t07UCpz7oN0nOddrBIMqhQyQjRXZVrPjHRYpJvZ1ADiugZMYRWRMfHk03f5rX/8lg+om7gVq0yMcUbLxJv3XuYv/MU/wy/+iT/GapPIArlktFRkdsO4i4sLri7OGVdHbE5WyKDkRp9BGaV7k0QtIAVr0btOnYnNxUNOE3Q4QbtkPNfK1dWW/bxHUyXqSKoBYXRarzZqmVhH5WfevM6bb5yyy0BJPH408f0Pznn09IwkM6aZrJVoq35vDGsZIWFqQKZapJXCXDJzLQx55uP3znjljUs26xOPFuyUXWAZ4Hmlat5WywunTy/rEKtbR8Shi/4+I/0GviCFG7zgEpZILRfBHHIVAT+md33Z4i+wFFLrhkoiBzqVihLT4ApFKurx7y8opIyqhWrZo7yiHgx/vOi4dNYWPAynEJaSydOOMmdyqZxfnvPoyRNKT61JMTFNW4LBvdNjvvn1l3jj9QfcfekeKW2IqqQUyHmiTJkyT8xl0wcWPqJMceUPa/Hjs3abV/cWdn8RxAVLi7NfEMO6RU2r2YuFCaEpaQiQq9Meazfq6RL2qIoGx6yTARqwHimVi5GrsSuwm4yeaOybW+dG6gsOaXSGybK5lc7gyTmTm9/NzlTn8Iv8+1/C/dm1ruTDB3DUbqjRZyQoJPee2RyNPHtcKBUIzu92d7zwXLjSnC8sHU6sfhbDRp8xtJYRpPteQwza7XqVYhC09GFzoEnz9PllSN79q+PRyO5qz2/86reZirmhWMfG57aD/czP/8xP8st/9S/z4N49LAQmvAlbacTi3FO69pwMiaNbtyiWnLLXXBgn0k3kWkCkUmxAW+yTkujeIdJo4ppTjzuriHTmlmRazs4uk4rojqKVIGtERpSESCCZM7NORTkdInqUePkGvPn6dX7j25/y/fceEeuO1nw46XmejdK9kcSErAVthdwiec4UMnPJbC/2fPLhU9588xQ6nHtQ8QkdG+c5p9Y41DTEi7RWXLeDn5Zt4R7/kOuLUbhFkNhDf5foD1ncRsx3f/y45J10N0+3zNx8QWr33kBk8dYiqCDSI8ZC7yyIfSdtzILHOAFWKm3OlFwOPikuxNEDx7VZddbGPjPtdmwvr3j0+Ix5X8nZPcJL2SFivH73Bj/5xj1ee/UuN27eJOqao80xIi4qUmtYbliMbIZILTMhJP/aEl16G5XWhkPob0C7NaseJv8hdc9x9fdLRJh2FZPitMkBmlUCoTsbdvw6OKPYCNRcybOLeoZB6G5VLm2PINHcpCvLc9FAdzJ0n43GEtVkvdOurVFLJefi79dUuVJls1JiL16HAv5H4NKQUPOwZ1cGu/tl0NppsJ4lSi2sjiL2aMvjx8+4c+8lqhhKoi5YuATnMgPUDgXi7nmySKihw4ONkhrsK00L1OKqwhaJVE+7qdHvuXhKO2bUNqMmfO/3fpePn16wThtqhqrGvj7jmJlXXn6D/+q//i+5d++Wz0Vq6ANLQaTi9sw7Vz4XMIqrM2uChsvkg3W4prqGIhhmnvwEO8ecW6AtVq8t+MYVdlBHJEWQAaURaQjFLWyb9M0qefiEFEwzYmuijd5IWCYF5Y995S4Pn+y4PJ/c/Elh8TGWFqCJbx5NCNWbqTwX6jxTdUWb4cPfqbz+enRv8J4AdTDbpNcvA5ZwmGrudupyErerpT8WdEXlZ1xfiMItIoTkGKyrpr1YmzuQs+QRWadQuX9JYW4NaYVsM1hAozvfIdJ9NZqnl4s6F7bLSP1o36ltZlipzNPMvNtTcu7FScidLQJC606BuVbqlCm1sJv3XO0migmlOCd7GAZWSfnSKzf50mu3Ob12g/X6hDEdkTpmTTOsGuNgDAOIVWr0TlfUbVtLdQEPdG8FlFZnlyarc6LN3H85hkBtdRFRk6JQTWl1ke+Kj8UChK7YXBRdreXeX9Cn30LsPEUrPqDVKBRrzF25CZ27vRRpgdAq1axb3zZqKZRcmKeZXVDOLy7ReMpmpYemRP5/bBH4r3O5C6N7pIOnxphGd4kzL7PuE+PddbLItdPKoydnXLt+kzQkmvjHhuAMBb9fQ2cpdBaQGM2Sd/fNBT/FcCxVPSIvWMa0R/qR0RL6sDk7u0IjZqUrAIWHj3ZoWPucxLcHNuPIkDN/4S//Eq88uI9I6V464eCj38hYzQ5v1uhMFnMcuYpgoSA0BotkrdCic5h1j8jgPvt4aj14qk6h9hkTTuXDeei1JsIgGJ7HKuabYFHAZudF644qVyiVUDeEptROoT1eR37+zXv8/X9yyaiZrJmmhpYRxKhpoqGEppSamUsg1ECeK20s7PUK2X7C+eVtbl47xQleCq2weN+3jmtTg3P5taE0TCJWwdQI1X2C+iHpM68vTOGOIbr0GnPKUu/Gmr6YW+Gdr5h54Z5n6gyWq9/M4EySID5UjGoMKVJTIg4DQV104IEVjTLvydOePGfmaWK/31GyG5zbkoreMe7aOrbdWSW1Vi62O84uryjVyKWyWa9IMXD3xoZXH9zkxq1Tjo+vMw5HbI5GhkF6UIL7gsfgvhStFfLci7P1oWGXyJacfQiIN9YuoGidYkY3j7fOp+4nlSVezRplLm4h261edTmutdaZI65IS4O7zLn4yDt7TYP7YpgwtkKaoEyev4karRUfrnWxQG3Vce1W0VIJOROCd/eXVztUA5vhhONVN7f/I4J0+/pWF4l0C4ImrnfUjn9iDu+p+TD85rWRPF3w+OwpD+7cxdoOpSceqQ+QQ6eqmRjWj9mYwyktelQaxbBslFCI2Tdd7aZtxRY2V3aIW8T517h509luz5OnVwwhUIqfvMZhxSCN46MTvvTafTfF0gGrI4Mmqkw0ZrCC2tCH2I2K26P6xMrcV6fSsyErqv202YTF6lYldgJB8KaC3A9qjZ5BRatwcfWUmJIL1dSWB8VZX9LXK4EYjpGmGBOI4+RNB2Zt3L8/cu04sd1mPMChecanFVdUtoGKMZPZ75zNledGmTNThHb8hN96+3f45k/9JKfrE7Q9n7MtlgcYWPBTqZr7kdTa+mPb53uNfgJbhpn/8usLUri1K5QWcMS6RJResqUPJhuLA3FtjWneM13sma52tNKQ4P4lIQRiTAwpsEoDcUykYeVBBxr8TWnGNO/Z7rbs9lvmaUctE7U5lmZNDziuk148ssuHipXL7Z6HD59QsqEauHnzBtYKQ1JevnedO7dOuHHjNkcnpwSNhNh50K06lhjci0Va6yZNUNuMVSNXl6Nb69FpTqzuiUmNWmcWW1Vf0AHE02+6Ga7HrDX/u3kuSOiYdE95r50z6rC2ICm430U/MrvEX2jBoaZchRQyOfocwJ3carfRdXc3V5U2SvHQAM3imHiaSSUiPTm8WTgMlP9oXE7l056CI33A5lhq7cfj4p1WdY/omJSbN9b8zm+9w0dvf497t+9x6/59jjbHHMWRZoVaZkqdXHlZ/L6hzhX3fdxl1nObsJKxnFELhBbIRJKV/lQBuFmZmBFwOObjJ494fP4M0QRJ2RydUPLMyMzRteucbJakG+dAt1CpLQOTayEkHcyelIhq7R4jUxflrLoAybCwh+bwgVjzQaS5zhKZHOc3L53gzCytQtELpvYM1SOqJAIDi1GaLSZPaigbtK7hsHV4WLCYQBVSVF6+f8pb3ylo8Bx6KLSWPGnI1L2i+kllNynDFNEIJ2lDnBpnHxQu7uxZPzhmEN+EPGLHA6APdMFe2ypuR2Ha29Q+qVSez0J+2PWFKNwASvQjF3T8b+nI+nx2kb/jAb1mlXnac3bxhItPH5P3ExqVQQfvtofEOAwM4+De28NIigNBYi9iSp4z+90l24sz8nQBtaA92gnzTrLhwx/MPJKoOgxweXXJ2dkVaVhx7fSEGJXz82dsVol7N69x5+Z1Tk6usT7yHEY3kypIUGgZqwbmI6XWMtY8lKHW6pijGKK+KTSks0kWW1Bjrvk5B7dz3QXHm2kLMamiwfMqfdrq8Mhhuo0nlmiKhBhB1AUZnf7ohluCBWEclJTcK9pPCR2nbRVrgbb4ldeKlAK9m5eSkQm2GjhPF4xDYEwnrJJ2n+Z//6+lUAdRBHe5KwqtuXmaG6oNjt8eVJWNFCIff/wB//w3f51QIydHx9y6eYvTmyfcuHWNl19+jVdevs/x8REWBnJzFo/VAqaoNnKd2G+31F1xLFmCY+01UAk9LMHZa2r9JKdAjLz//sc0U1bxhJPjNXO9YEyC5Mrrr7/M6eY6EgbAYaDcnQ+lgqmbPal1TxRdnuQGtfTnOR/0G8W6lUVvTozi0nv1jaG766MUoDoWLYLagIYTh2jMsWFTZ+GYuALYBUwBI7lHCj4J9Dg59yBqjHzlzVu89e4zj5Rr6nYjrVHdSBMNfrKfyZCFtE3EkBjWBZ12mJ3z/tufcP/ene47Yn5CakuG7qKOdiIEOHvMzNygNxQE9+QP+sO7bfgCFe5aSz/K492lLPCIHY7VHTzxPtGUXBvb/Y4nZ0/ZnV+hQUiSnMsd3e0vxeQhBcPAEKN39kF60K5Rpolp2pKnPa26NlPUoCO/Lket7tLYDLHKPO/44ONPaBI4OtoQBmG33xFD4vrJMffv3eb45JTVesOwWvsxqE20Lk1b8GExo8zTQV0FHVOm9kIY+w3uHQ3iob8+qqbNzU+FfY8LwWW97gni3HfMue2OZ/cZgbiNpxug9Ql6885kCZ70DcAfldYaUYwxweW+UpsPUFs1WvDTj7bW8W450AWLdt48QmDm3Ix1WjMOkXRt477if0Q6b8Ow0MAODvLd7XJRTvYOXBRVsJrBlKv9OXna0oicP7vi2ZOHfm9MMB0YT444uXXMjes3uXP3Fi/fuc3Ne/e4dnoDjZGyb3z/O29zMZ0zxF4vO2dDTIgH6Z5/l8tT9/0Pv8/33/mQzdEN4hAxMk0KUiun16/zMz/1DUJImA4oiSbFcXJzsyRdHJ+oINk3dSqtz2uCmbt3EnpyjfTiat1QLmGWaeYUFG9AIybDAQRuJlgNJN0g1rnbZkgViM69FtxhsdJoOiHiEIU3Lg1h9ve/Dtw4OuHW7SOefPqkm4IVTCCXhsSEmsMfpVVCq+z3hZi2rPaJIAXskrd+7zu8/uZLPHhwF/ctCa5sFX9/pRMvhO7PbiwYgvO5O+rQ7A/J1vXHeZnhKdj9vKD9YVfhMJB0Xo1jVZWIEakm5GJcTY2LqTpzWeyAq6pmhhD7n/21wHOWiAdjtM6GaItDgQ/Y6Val4oUJvPDtppmPHz7iycUVw3pDipFWHCsMAa4drVxIkRIx+kOoIWA1AdBKpeJScrGMWKWU7AW6+ddT18h7MW3409Yqtcvqqwf/+cPbrHdXCq0HUPSYNunpP4etTzpNybQvTOnKuG4r6ZiQQyCivVuxA5xzPEaudplSGhq6ys7MN5FWqdWLUO2FOwfpuKYw4wO0J4+eUOrEZp04Gsc/EmXbjZv86NxC9SItSpCuUpUK1QVkdA0DorQmbKdC7WZQGowQknex1U9ql4+fcPbJI961t/2EFAdWxxuObx2xGZJTPGvl9PjI16q4pQExI/1U6bY6LoCjFh5envNP/ulvk5vH+ollqnkXL1bYrCJ3bt3wRC6xnrzkugEwT1m3QigNsYxRXFpuzmVWcIYG0hNgXHiXKc4EM1xAIA2lUM36KTJiau5FLvSB5oTKFqxbFWulWvfAVnFSA8kpj10HQocWn7tiBkIwRAa++dVX+L+enRNbpVm3izaX/StCImG47eucK/srYRsnQgSopDDwD/6fX+NP/Zmf5pX7r6NSWEIqls2iqS6ebEjrhIme8C7iysxWn8/1/mXXF6Jwu7GR+fspcugC3TvghcLdjxeqXUSDY6+7UrmaSj+Olu7s57FNpUFoTorXbJhlv7GLxV//zCLN8xZ7x62LdwHtOV5olcvdxNV2phVjczTSmrFebWilMAT1z2E+Mc5ljxT1Y5AGpPkRUcOA1h2tU6BiiFS6SrFzt61TIFv1mx66/Hzh2jbMbVSd59g52dG7DHUYozXfBFrfDBeP32VA2Tol8OHgAAAgAElEQVSjwQea3unI4lzWu5Lmq41gwmqI3DheUWtmasW7CTrDpNkhO9MAE4WgqOTnsWcCu0kZt5nzsyvGm9F59r+Py/18udpnrVz4gY/74l6L17ZDIr3LJnRJuQ+qTL0/FehwhQ+q9/tKCwFKQ+pi0uBzmmYG0e9xFHWKoEBtExdPtuw0okTWqw0pFcbVQNPIGNy8n6oejts337rLXFrmaq5cXFyRxmPqrjIeD7SqtP3EOAaenT1lfRIh+BDRoyMTUlyoIl2NWTVDnZz+2XCuOK4GFW1IGzp4ksESiSXYuwATau7bHcQFStVAZaGe+kbmOY52SGkCwAoiI2K1s7D8FGqozwM6zowuTZwQ8IHvS3dP+dmvvcZvfedjks0U8xNvJUCpzrlmwKRSaibPynQ5E1PEjjJxE9lPe777nfe4f/sBMflwVbrPiQX/iaX6MxjoismuspTWnQw/R/T+hSjchneii4zcL+dga7/RyxHfJ8/mBXJ5cC2ALZQphwGCBdQic/ftlkZnPRi1erak4ZFf2ovtoc8WerRU36Gb48i1VXbzxNW0x0yprZCGwQcyGjg+WTOOkdUqECPUecLi4LlzZgQZkAA6gqkQCjSNntZTM7XORIlUPJy0tYZK9YR3K2gY/MnusnxNPXcyuC2uqh8jq2RiCJTa/L3CWQf0Bb5wweVFD+PuZujBw97hd6lfLyZKVOV4ozRTznaVXPukfNkkxIu3H5xKn6pzoGFCY4iRUgqKs1cAloSd50X7ue+J//++In6gUFv7QfeTL+bloq7c5yU4/KYOy2lLNNwTw9eh0rq9saiQl9NNoTMpeiSXuWVrA1poVHNxioXmNsRacMOjRK2N7bNL3r+4IPRA7aiQYmIdAylEVGAQgeOR3Vy4ypXTMbHX4hxyccvgJIV7D+5w6/YRJU2o9plQc1O3YBHkCGu+VkUEq+pMDd1C9aZCJALau+e9x7G1wWmqsidYPnCpqwnUCEE8ST4oSKSa27lac8EazT1WPIsz9kG79s3B1aDSefP007RoQXDaHgY5B77x+h22e+M7733KYA7nmDkFt8regylU8Og5I5fCvMskhC2JOzeOyFeB2oIrkxE8DYc+cGxYHwQ362vYlhmVdRPOzzJ1/YIUbugJ50GJ4oXWxTNObzLKAQr1vDbrkVlK1Oj/Rg8rDeqMkpiSe2nHSOz5irnMTLMXyGrenQRAGt7F9GDgvuJ8eGZ+VGu1UEphmmfOL/cQI9vtjuvDwH4/MwyREBqnxwN3bpwyJn9rW21Y9ZsPnsweAIsRykCbtz6c3HviSQse1NCaUwxLx7tVR188ZkBE09C9tt1PWEJAwwitEUpwhokEQhzBMlG0UxHBzGGjZgKa/OBhXkhKs8NJR8S9MxpOVQvBVZ8xRsahcnGV2XUXOFMO9p3e9hVYRkqiLIennexZrQL7/SUi1zhI539f0X5+yrIXhDovql7Bnz87bApf3EtwZeAAoNHl1D0P1O1E+0ZsXsykeRp8z0hBQ3A6ajS0RZpECo1sRhwCYxxcxh6gZc/FqdaoGIMZMSRCVOZ5z243Mc0O11i5AGAMsD4aOD4+5miMfO+d90GF2WY0qqe0WyWoYXXmP/yz/wGb9Qq0UBEiszND1PwUZ4rZSMwBdItpRWtANBNsgBKBwYeJkjFmsOrGfAgq2U+5bQAWrrs3Z8hAMQ+0TqlRZUQsUjUQiWjrWbUtQEsETT6Al4kqXkvcMcNT510FjIuhEKz6+/sf/fRL3Lu55jd+5xOCc45pAtmEoSUiyRkhNHKF/VyIAcQiZ2y5f/81dvuZ9bDxGVl/Ltw40BsiT/tyGwvtuLejpV4rPuvI+bmFW0T+Z+AvAJ+a2Tf6azeB/x14A3gH+Ctm9lT8KfwfgP8C2AJ/1cx+8/O/hu/+ngojPdB24XRDldhhCwMTVBqigaAe+DuMKzYbIcbAOK5YjSNxGPpgciRGpdXKbnvF2dVFx/O8a0/q/hrecLoHSTPpUIEPCGk+VGmtsNtlKp7ysttuqaVHndGIAneubzrLJKEhEuOALHALMI4DIsltYTV1afkeTUJSyPMMRIczaOQMMQpxiO4e19wXXDu1sRW3CtBhwFSxXA6dqVlFdaDF0Lt0PzW4CMQFGiH4zo8uw6rnxlLaBQoqnjIv6ieicfCAiSEGttnYZ5hLTw1pLuFt1TvIWivzPHsnb7A34+ICtrtjpnliHNa+SOX39dh9YbxY0DvboPsbL5YoL3zQj3T921jfiBB0IKnno4LT9RA/TSp0+pyb6bsatXtkt0oKQraImtLEXSfv3LvOa6+9yt179zjZHKEKDx8/4dd+/Vc5e/SMmBzGwhK3b93mZDOwm68oNvdx9+CeOKVi80wTt5m16ZL3Pv2UVTyhlMLRZk0LlTZPHAfj5p0H/NxPf40UIo1ItESQQIsTRsHqhtaCRw2GiLFG2XsHUE461c/Q6lF+tAbhHG3Bzc0oPdggICSsCYWChQQ2UiUe/LRrUy7nQkmu0SgBnweIp/g4ycAIFqh1hUa8C2/dqko8HMFh0YB1z3MRIRP46v011zYbfv3bH/P46TOOgj33PMf9xqV5tKDmzJyEGIyz88d8/PQ7/MT0EmYrZFnKPc2ebuDm4yVZypp35hiE7Ck4n9Fz/6t03H8T+B+Bv/XCa38d+Htm9isi8tf7n/874D8Hvtr//ZPA/9R//Zx1LaQUOzat3Y3v+Q8ihw6s87tVSTqwGkaOj465fv2U1VgZx4HVeERKA+M4MAxr0hBRhVIy5+eJSmPK3iEMogwxeKBB7/TMrONa+KCuNWotZAVqIQa3XG0tA8ZqtWa/uyTYzBv37vHm6/c52qzdtTCkruT0oYNIQMJIiCNlf4Vpg4Sr1NQNbUwjVr3D0DSw0pFqrUM4vigXjvswbJC4Yp4mLESmeaL4FJJ9a8xzgVY6d7p1jK8PPq37m+e9Y6QxEWN0R8SufuzvuN8LWShZfXiKkEblKAhjUs53e6bSzQK6QKd2X5TD1b9uKZHVMNBq61D6MiDl+SjjsDaWW2EH/Nf6ENuW7vxzsPDPuf4mf9jrGxh06MN2f3CbPR8IBxEXaKi6uZkYrQSqJoZ4hOgK0cw4Jl578Cpf/vJrvPTgJdbjtU6LU0qYeWN9zLsffJdnj596cbDKrZvXeO3+TZ5d7CimKAOoz0lS9MBtzzBXdq1wMV2xCmtaC1QtHK9GdmViEyCOgb/0F/8cd66feuGp0d0o8fxJxIE10wQUqnTWiCmWu9Vp806ySYOWwNZIvg0WaBZ8FZgAmUpAbERi6TD8MSIzSGGySmjKvuyxVMk0h1AAMSUmQ0NGxK0iEv65rQy+dsIMUhFtL5yunfkjlgChADdPV/z5P/E6v/32Kb/3vQ9JqWKauxXJgC3DxOLPby6FOCiXFxPrNJDnyhC7+VqHE5fhpPQGyY3svBkRq72H+Wx7wM8t3Gb290XkjR94+S8Bf7b//n8B/m98Yf8l4G+Zn2V/TUSuL4nYn/U1RIQUBxeCyOIR/LydkgVo9j8iCDFWhjRytNlw6+ZtygzDODKk8TmHexiJKWFW2e/31FrZ7fdcbLfMzViFyColkvQ30VqPJLNuakPvtDNz8KHJ5c6xvDKX7n89MwR488FtvvlTr3H7+oag5kWwqxhFB0Jwu8bSFEjM5gOmWgvT3qi5YsXYTz7wSTGRxg3DYllrOC7Y3Cux0pAQsBCx2thOhVKFh4+eMg7Kw4dP2O1mamukIXK0XlE6lhEkUporRKstxbFwvBk5Xg8cgpUBOi3puVtZV38aDFGJQcgFNk3BKvvq0W5qi4tinwE3g+ACnU1JtFaIMfbP6IPYQ9f9QvH+fTVZnm+o/v8WCOVzPDA/4/q3sb4BCN33osM9y8DS39XOSa59cBk8EFtDYsPANkTStTU/+fU3+cmf+BrjuEZY0aoHLJiBdkl40oFqfuwXCZycnLAeRz55fAHVQ6FDtzK1CqXi1qVUZ0nPAauFODa2ZzMlTKyC0Erhl/7cf8yf+vmvYGRMAkhGpLlIi0TrJ4IWFLWEafFRCUuipuISseoGWVUwGzBZdWsGF6OAF8HW9Qi1rPuJwLCSKTGjJfLd73+X97//MZNl7t57iUSfNwUBCQw05jnz4dmW/a5y+2jk3s27uFok9nVkeMhFckdOWxrEflvaGo3Kz311ILct73/wxMVj2ihSQdx9sbQVpQlasvPCd6lvVNJhbYEQOmPIn5/aZx5e7RSsuX8Jn41v9+/+R7ruvbBYP8aDVQFeBt574e+931/7AwtbRP4a8NcA7t9/yT2m1Q4DDeC5FBQ7fKuCgTaCCkMaWI9HXD9xX444jKRx9BCCYU1M0Qn8rRCCD8XGq0vGYfDuWSNDCKROdrfiqCLqQpQqnkjiNhCNnGLvth1yWI0basvcWEd+5quv8PKD66SoSHdiw8yzNMXY7oW42tAkkfPMfq60MnN1+Yz5csvZsyfulVIrR+sVw7Dj5FpjXK0ZxjVpHDFLtFI6hJzZTTvMZrbbHR989CnFKpdXO+Z54tGjM/JcudjtGcaRo5MN63FFKY1hcBreXDIafYFJgGcXO26eHnF6vO4pQv7we5dekT4reI5kuB+hBWPVB6Vll93TBIcFPObQvZVbCwSLbLd7tru90x1fwLf/AKT3POdseeGFf1/Evn/0wv1Drh/r+n7w4CXHlFl+JPXhpND9WnxD9fXeWJKsRJVrRxuqXOP68R2+fP9lNmHjf7uAteLRc2o46FZ9GBbMbQe0EmJDW6XOFWkzWiMWPE3HWnOYjISiiFT3sgdKbYzrI9brFTpNvPK1n+I/+09/kZRchOJsDVyV2PoAsHPBhUpRn5WINjRHzs8v+OTTj3l28YjT1ZoHd+6yGY/IrYCsCGXl2H4MNBrFoOre7VRtADJ726IW+Pjxp7z37ae8/fbvkmumhsKnTydunN4mjQWlEOqaJ+dPmOdM0oEixnffbTy4dcY33nyN9WpgT8JaQDS5i6H0YaFlhOAQC4JR0Qbf/MrLRB14591npOQDZzRhZKQlclZEMtTI1bMrLrbnrIe1K0v1+TpVE3rO/eEkuwRWWB9OLjDxD7v+jYeTZmYinyGq/+Ef9zeAvwHw9a//tKla5xUvCsmFjrd0hM87Po9USiQdGIc1tvYuMI5rxl6wUxrcc0OE1rzg7MZE6EZPMfhQM8SAOuWkH9Pshc5P+qBuwXs78t7c0ktEuLq84KcfvMSXX7vLKg3dYtYJPUMcQIRPn5yT24Bs3fFvnvY8/PQTzp8949nZMy4urpi2W6w0rl3bsEmBk82aG9srbty6wXp9RJwGgq4gjOz2O/K8Z847pmlm3hd2F0/55OkzSjX2k3F2eYWIcrmbmM73lI+foDGxWR+xGhPHm7XHpsXs2KvBpMJcrrjcZTbrgc1mzdFqwNnvOCNAutVQH7S05gnhIQrJlBRgnqvj5KpEMVpTpiq0aMRmXFzB46dnzuqBPoT7geJrh//0gt4XtS3jS79PZnb4PH8Y149jff/sN75hwZyuh/rAWqwfj/EBq5pC6MIz8U1RJjg6OsGGu9w8uYOOKx9qNh8kN2/SOpOoUw5rF7B0AVZKPh8Sa2htYNml2Lhvimj/WuYzkMaEdWl6GK9Ra0a18p/8+T/N6WrE2CGSiKYOvVWHeXKrtNBxa2uUnHn29DHvfPctPnr3I86fPqLOOwpKkMjR9VN+9suv8qUvv0ZjxnQCGYARrLj7X3O/kVEaU26cXT3j27/9Ld793sdc7vbOprJIq1DLGWfn57S5MqRAYEUKgTEBsRLMuBaFx08f8Q//yZYvv3yH1157gMShl1A3HRZxKwcO2g6lMlMloLrmq69e4+PHl9TsNFersKgdKdCSkK1xtX/KRx9+yN0bL/nn6pFltEru9rxeWjwkuvVhdVsMxD6n5/5RC/cnyxFRRF4CPu2vfwC8+sLfe6W/9rmXLGyEF//8/E/9tf5iC44Bh0hIkaGN1GakYXAHvhhQdSGNqqKtuUkOHTdXn9TH0Au3uTlSXdJeZDGr96GddVw3hMhqcDOdlgIxBGyuvPHaXW5cO/Yw2JzdFyImcp355NNzPnx4wcNHT9gcHQHw9MkZb333HTeo2U0YjVVSTo6P2H3yhNPNQJ5dFj+slDbPHmsWR9Che1xPTNOO/bTn7Nkl+6sdLXv2X8mZKO693QljTtstxvZqT5kyYrAaR2fDJE+1xxplqpzNmd1UuNoX6jXh+GhNaL5x0Yy6sDnkAN2x2L1Gdcl0y27rato8e1NdvOEGVcJuu2OeZ1arg/LqBxaE/7IwSJ4zYjgUcBcLtcP/+zFeP9b1vVgoiII07Z2pgGVM1MNoWztw8lViHxO4ViCWU4bRrU4FTyFv6vfaGWbesXuqY6MJRDpDS9YH2wbrSTf+HHkeoqsWC1V9AD+OJ65abMawCcRaefDgFb725gPArQyCGO5PE6j7zNl+y3vvv8PtWy9z8/arPHv8lF/7jX/E29/7XVIDbYVWZ6IO/bBkbJ+e8XvvwCuv3UZCwuIZzQLSjpE2kJoyi3qjUyZyLXzrn77FW9/+Lm3xuq5+imkhULt3uYSBqTbGMJN0TUMdpQNEK+uhojHz3Q8f8t7TK772pbvcv3ebUp1C7M9/xXRLJSEt0SioQSGyWin3bq758BPHohuzr9UYqJ2XXy2SFD766BN+9hsuhgtCJwhwaEqUiDbn7zeKr2fc9dNjzn749aMW7r8D/DLwK/3Xv/3C6/+tiPxv+NDm7F8J/wNKkz7A8yMLJofivRTsA4SyTGSF3gU7Bttpx94x99BPf8hd/biow6IGUPfvluBvnumiVOrl3QnPLMNRUecxpxg5OjmmbSdyyRyvB159cM+n+LXv0KUyb3d88OnHnF805iaUDI8eXfDk/CkfvPcxz863TNNEK5nNmOBoZDVMjjHjgcRNGvM0kUSxmrE80Zqyzy7tnaaJaX9Fzpky7YgN9nMmmdHEqLUQxTgZI8PRQBxHjo+PWa9GoBE0dGMoQ7UPQFWpTdjvJvcXr071O1qvifR4OTo2Th9advm+WA90aI5tNqNbVvr7K1XQ6Pfu6mrHfj9xelJ/6JFwKdqL9/ih435Bvn9wRvzxXj/W9W0YVWCoSsU9OZoKi+RGLSKSD42F2x74Ox11oMgesx5oLY6hVjFvOCSh1j9P6x4YvRvOsWGj+9O3hUrZTa7McJwa54MHixiNOAjH4wnn+x0DjajGz/3M11kNAZHZ2Q7BMfJPHz/h7bffQ2xFqiMfzOf83vf+Gf/sH/2/PD17yrASprBhqJAI7EMmSmS2AmKcX15Re+C01uAYv7itctHkJ14rmApvv/Utfve3v01TISKEJuTWaEFppTNzrBLHyGa1Yj0qsfkAtVmhdJefZO7lf/tI2JWJ3/zd7/G17QVvvP4lSvHELO98G43poEFwUkQlyIr7Jye8+8k5A85GaQLWlCqF0K07WgycnV9RKT5P6HBINd/wPKHItRIq5jMrqc6Y+/+oe7Ng2ZLrPO9bmbmHqjrTPXfsO/Q8oIFugCAJ0ARAOSyKlgKmRMsDTT1YETbDerHDL36SX6wIPcv2kx0hK2h6khy2FLYVFCiJIkiQoJrEREw9oufuOw9nrGHvnZnLDyt3nQuIGMwmGde74/Q5p6pOVd3auVeu9a9//X92xDE5+T7Hj0IH/AdYo+aMiLwP/FdlQf8fIvLLwDvAL5aHfw6jSr2O0aX+ox/2/GANwGWXjKLnikt7KI2Ddeo9Nizvb5yVdK8wDlz52e4r5YamEyyv7HQC5XVMVnOk6pUWmcV+kULdsoGUhDUZxDvaSc2i6+n7xO7ulJ2tWZGBrXE50veRd2/d4+7+Au8nTDa2cK5itbdPN1+wUQeqzYqhBS+tSajmhKQer1CFCW1TUXnjj2cd0ASrVY/pXFng6vqBoe+IfSLmgRQzDAN5sBTYk9loPU3bsjnbYmNrxqQtzcec0ZSJ2dMl6/hn1YJ9CiqeWLL3g4MjRGFSV2YEMJL2xDFyjbVQAU1rPJEyJjiFJ40ORWp6hOpy0S5vLPHUk/Os37NaTwwa8poCeBLIy+0fACr5M1nfKCmrWY15u3At86ow/ejiYmRXgEEYCgRXWCMWeF02P8hRdAwZpwCdCUflRMaMKsYGv6+a9YYnY89AFMkGRWp2Nh+AMZucCnWzSYjRgk72PPP05SKJbwHb4VgcHPDGK69x8fJFZu0Wbb3De7dv83uf/w3u3rlNEyas5l3RnK8KfmwB0XTBK3RQjo8Htk9NGe3OhQySqDSQvZCIpKMFX//KN/EMSKyo6KHwqFFsapHA5u6MJjTU3uOyEmIyxpYGooI4XyaRPV3OiFM2Jp5X37iFz4FHHr3EkEuFlCtgQHMEKdrfpcHua49iHOxc4N2sNlSWs7Hi0ET2gyWFPhcPV+uVIR5fup/qTQKDbPlLyoZvuw+qVaKqf+373PWzf8RjFfhPf9hzfu+Rs3K8TDhRgsvUtaPBDAG+Cz7BaDSxXME5mZXYqu8o6k2WjaWMBm+j7oy3ReNBqy0PHzxV+cp4YpSSBWHBxIqwEiiKaSvjFFyirivm8znb2zPatrJMyTkijuNFz+HRgs1JS2hrJlNP1WxyZnfC2Z2Kfr7Aaabre8Ool5HFakFKg43HZyXHjhQ9w+CJg8E2OSX6wazAum7FECENkVWfWC6WLJcDqz4To6ISaKYbNNOWtqqZ1A2aoVv1xDSQYsJHoz6qFzNtKHWcE4/4ytzug8cLLJeGOUrbGvxE0SqR8vlk0+ceV1tONvGJGKYbSnaUcqLxNU0d1qwSC8L3QWFrbLsE53VmbY/LRTvmJKj/8QP3n8n6VjgeBlqXCN7Gq4NWBU+tMInRvBY/Wjdgs5K0x1cZQYmFTmmMY0cqCnnWGBRT5SMgLuByhfeBabOBuGNTynOGx0qRWiifogUhl8g6kLQjps604xUmkym729sG3eAhZaTK3Lx1jUuPXGJjsoF3NcSeR3d2+A/+8meZpx51nls3b/OdN96lWxyR8wqfMwwBnOKDR4Pnves32d5oiZUjYG4z4mwUX4eEI/KVL32TO/M5ra+ok63P3osxqrzHb9Rsbm0glZkbJCKC0tqnYdlt9pDLyLxk8JXpkmtiu6l479Yd2q0Ju7u7ZW8LBMyfdYwZ66No/jtJZDHxLEdPig24RKWKUNFWE9Da+hAulRrK2bUyCmdlI+67Ap85pwYB5fQDce4HYnIyqXK06FASkyqg1HjJeF90m3XssBoXGWUdKGLq6bs5oxNGiCZ36n3hhTsbx+57M0pY9StUkwXz8sE4Vz64Uha5+yzLslA0PWTNZw6hZjKtODg8pGka453nhDibXuzygrqqaSrzhByWCyonNE7ZahzRT4gZZvV5plvnqLZ26A+P6VcdMUYO9g8IFaR0QMwDMfaFKjmYaI8qMWeGbmC+6pl3A/NVYtkLWaa02xtsndnl+c98hhyVa3evMs8rFnf2mWy16N4R/byjX61YrjrEOZrgaKsa7z1VEHzO+CBIMjdsFypSTHR9T1XVBG9aKVllHWs0m7ZKyj0x5pK5Ww0TyUgRtwpJmE0bqsqvG49j8B6Pk8yaNQRukFdRTixZN2Qbz3+AD83K0SKxSI6NLWXaRKP7Uao8cSWDLutdoml+2F8TQiYPHWkIpD6aQFiBU3LReTbxsYHF8tCG7kTwwaSAHa3Jnzob7LARbI/LZhhiiYltnLG3AZ0gnqiRJlT4YE0zU5SsySyoJi1NXRc9ayWoMuTIbGuCj4H5vGd+PGd+uODcpafYPX0aqp62rrl69QZ3b16ji0e8e/M2l86eYuf0Lsl7vKtxUjNoousXfPNr3+QPv/Uq00lDv7JEI4oN2e2c3uITf+7TXNu/w7V33uTg8IAhQoPgNNNnR4iZUCfaukWKI5QWYRhxDp+VKAmnDffuLNje3EGaYsGWnY24YwNBRRAfjULtsb5FlqKlr0jq0FiTXUXsE+d2z+K92LlUX5rIJiqmKsWKTi1hys5IEmCME/mAPO4/iyNlZX/RE8lsNYYnV0GoszV0HFI65QWHLjKoOfWkuCT3S3IS8hDIIZRBF4fzpoGcyQxdz2o+p+860lAodTkaTJIiki2L0RLAR/W8dX+3NE+VbMqng0lWGl4o9EOiaQAXCFXDxmxK5Uxfm9SzPFiwWi25fWePeSe4doudc1ucvvQkzz33Uf7g5T/kzGwTjSt2h8TWdIdrX/s6U7dCOCDFDjdxbJw+z0wq4tXX6YYbpLwAnXD+oce4N1/g24aqDWyc2WX3qSu8tX+byfaj/MQjl/mdL3+Bn/mpT/HC5/8Fw+t3SM4hoWK57Ng7jAS/YtZUTJqauh5ompqmFrxWDF2Hb1v7NPJgwcaZYpvh5Il+iAyD0neRIaaCtQpIxmVrCBvzIbG1tUFVWUZzcug6yziJ2Tb6PcrSxpTWA0WevGZMPMiHonRxDkNgOJhS7WZCPeC0LlVGYZysE5Si+igJLyZAJTmRYsfR3jEb25tUM6OpSaoN9sowX805ONwHxlFyNaprznYOpLLXGeEVTFpWxHjJokLqM9kJLto773NH1IFKAgmoqOiX0LQtXh1eMyF1JO0MUhwWvPbqG7z02pscLgceuvIMP/sffhbvPHih0Zpn5yvyqufLL/we871bHHaOdDyws9lCMFnhVTfw4rdf4hvffgnnoG238E2iqRtCu8kyZU5dusIzn/k0wze+yrOf/Alee+3bJI3szrb4vc/9JlK0WoZF4vayR1zHdDJhezrDZ2vueudQXyOauXPnFpsbLRcvngFnVaRTC9oGpVqFl+IAuUezt880lv5cGdaT7BgQHjp/AXWDQToFxjV1UsusVRUnAWN0W1M5F4erJPmDYdx/Focro+cpKUO2gJrSqM3LOjPOhSblSpksWZEhQT8Ythp74lDGVx2GHRcltX6wzDyuVqQUbWRcdZywKU4y3w8zMPsAACAASURBVN0UBdaKepKLcl42rmeoArPZFqtVb1OITpBgtk5bGxMql+kXRwyLI5bHc27tHXPzbkeYbHLx8iXEJWI6ojlV8ZZc59APnDl/hr29axy+u8eFszvMzp3l4O5t+uGIi+fOEedzzl/axvmK2zeE4ygcySbPfeqnUWk5lzLX3n+ffui49vY7vPE//irnn3+ST/zrn6bfrtm68hDHMfP2m/t01+5BjLR1xaRuaCYtXZc46nr6qEySWhkaMo0DzYk4dAxSsRcHtmfCpK4RFw0rHxJD7BkGZRg6UjSTBfGhsBdMgxnvySlR16FMi4364OMqPfl5hKsMssonfpZ51JSJJpubf8AKfyAOmwXAd8RY0/cNVVPK+DL6LmoVSRqpfAKRjJMeYUUWBbegX6y4d9BRt4H27IRm4gjqSXHg7p2bHB8elanjhEig+AojWJ/HsusCr0hRhKRbv9OBTHAZgqPCMZ8v6LqBpm1t4EsDw6rGywZmW+bQlBniwLdfe5kXvvRNzj10hSeefpare0dUs02qyYyjrjf9nXnixp07XN49y0ee+yhf/b1/yd4qs+SI2altkMD8eM719+/w9pvX8D5w5YlHee6jn2TveI+9m/tcvXONRZd59ZXXmP+v/xM/9/N/gYtPPMxst+XoaI/9a/eIGOurEgchMKs9w9ByPJ+zt3fImZ2WaWtzGZMqUE8nLA/nXL16m6NOuHB2xvbGDKEiJVAX8WoJRDcMxNjhQ21rWmyYR/FGx0wDUjlms1nRKcIkbc3VvFBaBZG4ljwwA/TB4CooshMPOFTiHWxPPJPsqIKjDg53n3IcZVAhF7W+sYHoyFQKVVbSYJ3qXLA7FBuiUWuirVJPv1qRYqE75IJhZwr2rSNTiUJ/x/BeSE6Ktm9pjKYMEvjoxz/Ozfde4cU33+N4vuDcQ5c4t9VyenPGMkf6xZy92/e4fnOf9+8seebZj/DYE4/w/o2rvPjqOxwMNe8On2e54/jIsx/nt3/r8+TlAQdv7HHnlbeY+Ip+ueCd919Cnthi5j1ff/0lhgiLVSTOe7pl4ku//yV8CNTtjOV8yd7+Hl3XU01rju/s8ebXXuLCs49zsLfgO/IG3YHy9vUDJCWCh+kksDlpmE4mVE2NKNSTlgsPP8zde/uk5YCXxKXzZ3n17Xv0Sbh2Z8HmbMrGpLbhG1WGPrEaEqs+MnRWrkuyIEQpyQHqpmVnZ1YGcE52SQvYhfZXzvQJtp1RjYz636bpYaVvfsAzbgFa31gwdQ6Msr1uVCFjizeuWTu20hN1HpvsEZcyOThUAot55vhgwWRyxGSjhlq4dfM6feypnUCwjcGJJ2smEY0SVyzzbIjWG/sq+YJ/g08OCYbFdjHQr1bcuXVAYuD44IBZO2WzbS0TLS43vXZ87tf+CXud4xf+3X+fjemMt2/eYH7nHm+/+zbnv/xNqrNbJE0c39jnG1/5Cs0q4aIjkNmc1wyHe1x++Bwvf/Mr7N28x0Y94+HLp7l5s+buwQEvfOkFFv2SxeGCvcNDmklLzB2vfOmAg4MDts9scPHKFVbdijvv3GJ+PHB4fEzqI5vTKds7m4TanGjqJrPqhe2NHbZP76L1irrybEwn3Luz4vb+Hm/fvMH2VssjF85w7syp0lQ1P9DFamFqg7lHiwmfEFBMt8THTF23NNPaXHNEC3nBbNlSiVOSDGYxhcCBVIyKUzL52R90PBCBW4BJHWgUQnA0lVAHKTrOYzccxstZCizknAlS1cHcbBT7EBI2dp0okrA5Qxxs8AEKq0ItAFvTHsdoAODKFxZsinu66acYfJIUVkPH4cEe77xzjXfO7vBTP/Fhdne3mNYO4kAaOo4WK27uHXP17opz50+zWt7j13/jDQ46oZcJt+/dY1W9Qa/w7X/xTXS14vzuFum4Z3V3jwtndnn44ceY3d3i8O4+YWODjXYDX5QJJUXu7O9z++6CHCakdINcOQYyPsPicI4cCuf9Btt3Bl5/8XXu3TIMVCRYk6UO+Lrixr1Dgjti0jbM2poQhNtXr1EHR1VViCbu3bzG8eGcHlMvXHWZPecIDnwwM4ekwrIbiINVSoJJGPgqQDSn8Y3ZLk1jJaIiFOm0shrGBVugg1JdgfUXBBM3VSlaKnkcnnhwDxFoG0elNaEWmlYIKZA9JdOGwmVYr3UvjuiEWjbReGhsiqBkDWSJVLMB1Z6UI0M/IKkixd5Gpr2CRBJLoMMsAYs3aWnXOTE2iWjRcy+t91zgQSlsiUXq+cIX/4Bf+Ld/lmk7IwRfOtI9q9QTtOf//t/+IQvZ4i/+4i8x37/Or33un3HcK9f3lixTz+f/6T9lgXI8P0RXHW01pcYzcROeeuIRPvaJJ/jC//n/sP/+61zamPLs2XPEztMNiTi/wUtvvkjOhwy1OVH5qjL9+qx08zlvf+tVTu9scf07V3n3nffZnJ2mqQOurqiCIOxw+84RhGOapsEjeKnpJbO5GQhhSghWVa4S3Lh9TNW09P3At954m41rN3no4i5bsw1cEg6ODjGjC4+IknSJaIVIgyKkmNjcmNFO7DrBW2xyGs1/02MTm8Uo3LhylrSIGt49to6/3/FABG5ECEHwYmyPOmDj1pRrt9hFlIlaaxaUW7xzBB/QYMT1lHMJtJYtK2amUeWA96acZ1OQhfaHBe3MGl60FykNIMF888ab3bonptx+/z2unGpxw4Jrb36HvD+jaqzUPzpccOfunKN5ZnNnmxt7B7zzrbtcefhx/tJf+Tlevfku7//Gb/Huy68QphucajdZLY45feUhjrrEcr7Pde3YvXSJV954g24Hzn9klzNnZnSrjuUy2sbmA4t+xWJwEHvaWYPMalK35OKVi8RFR5V67t24wdlJi9/KpE5ZrI4JQdioA7VktA50MRdkQsj9QH98RDttmFQ2ou2159GzLTf3lxwc9/jUIOJYmc1PaeoKTXAElGFIdDETESosc3TO0zSepi16zSjfBeYJ3wOVnNzhxBclRocSixqhmn/nA3yIQFtVNCq4SSY4Z/i/7TyM/qquON0IZgUXfDDanFb4rPhBcK42+pgB3wSpSRrQFKh8SyXBNgNR2+icoIMiyRUqYrL+BGPz3bj5SiZqtusjB6AniKNxnru397l39y4Pnz8HRHK/RJJSN55vffNN3OZjfPpf+wzf+vJv89Uvfomf++wvcfEjj/H3/uf/he6gY+/mHs3mFD9XNqsZPgkSMqodqo4bN/d45/pNfjo+zqVLl6lVWe53dEPPxbPbTCYN8wMHjZBcosnC0EVq73n6qafZP7jLatUzrYXN7JmsoFr1qIsgAzuTgdgIc1VzyOkdebkknzmkmW5RS2OzHWQePrvJtAm8/P5Njjvh1OYWlVNu3zng6rV7yCAcHEV0aM2wWAacM6JEIpgkiUS2NmdULhCycU6kfNbrERNntn8+aTGlMn1vX5RK1tJA3+d4IAK3qpqWdnDU3lkQ96NCoHE1peDdWh6PGi6oo7MEkEsj635GgnXQLRA7Hbmi4FywyUtndCGRaPfbNVQoQHmNs6+5w+U/Y5koEjMvvvQd3vrOhEcubHHuzJTtzRmLxZLbd45YzDOHq31uHfcIjtb3HF5/jbNNzZVTp0ht5PTuWRqB2Dvy/m0unT7F9mwDvGfQzPHBAY899zSPXjlHCMK9fjB9bITNtoG0oI8rqhDYDjXTesLs4inb3mpPFSqmruLs2S2euFyzPFqwf/cOQxwKFxhm9YxlPyA+MKk9m5Oa6aSmnVS4MG52mUkQrpyeMKs8B/tLhgjznAn1jNGfMhUzBidQO1gOA7FXxDti8rhgI/Jr1w/57rVg3+//3XQvtDSqEcjZHHVSMqu1B/soOvFO8VrhtLJUYWR1iK7hEZHi/o3NF+QyrZiDmmmAChCK4q0zB3LnSMEh0W7PogQVGibUNMzzwih/WprrGEvEdHnEBrA0oWoTgo6A6goRpa4arr75Pv/t3/l7PHH5HM8/9ySPXT5NnGdef/3b3Lm14OyjT/Pl3/ocL337NR5+6gk2z56jDTVPXLjEq4s3ePzsFWaNR8/B4dE+Q4xUriEuHVcuXOSN11/m9PktNne2aapAlTLXDm9D09BOHY8/fIGvff0aLlZUg/nJXrxygceffJT+eM6mj0hnm9PDT3wcUc+qPyDlYyAzxI4uC6IT+sGRY8S1Ez70xAWmVQU54JNNDjvg3M4WZ3e3eP3t69y4c5d5TPTqWeSAJCENmbqqESqEGo0ZkZVJGntIaaBtJ0ZckBFitfbmevipoIRmAGHxjOxR7wjFevAHBe8HInCj2NSht6EAX6Rdx4zLJMbLlSwloJYge5KVlVJzfKwIvkDZIpSmVgnq2PSamFCDNTGdW5f2J6pthVkixnSRchIQyCSatmFx1NG2gUmoGVIgtNtUsxnpeMVi3hGjo64qHtqpmARHiEtuvfEuVRV4ZnMCpxvquiYPyuAmoEqjGR2WbMzOcHBwg0cvbPDMk4+xMalZreagqdAXPW3bcOH0Bsc3D1nMl6y8st1WhTooaD/QdR0yrNCuIYmazrKPRjtyasMJyVHPWqqqYjoJTOqKSV0RgpA0kgaDmXxj1c5s2oIEhqRsOrFxZRH2DlfsHy4NodVM482kOSZTe/PetMG9yPqcrZfBd+F6I8OkbJWqY+G1xmNTVpLGD8Tj/rM6TDSqcBOS6YyYqn6BfMScihLGm8dBXEaiG/AOkk822JEjolUZaPKlXAclsYhzkg64JCRXlqpkq0jKkM+JHqEWmAqSmAVe0ox6gwe1CEhVrYOV4rLn6PCQ1195H5cb0nzBrbvHhK0z9PMOccJjzzxD09S8+PtfoAoTTgfHz3/yU8xmG6iYHdrN1DM/6sAFhlo5+/BD/MvP/0OeeeYyp3fPIkNPcD2xH2hDoPfCs489wkuvXjdd7o1AQ81HnnuKpvZcv3eLvTv7VGGDM9MpTahMHrmGVe/J0ZQSg3dATb9/hLqGT33mMc7MJmWSMZn6oF+BhjJM5nny4bNcOr9LnzxDFhKOpJEXvvYqUQY0e6ueaNCs+NQxRFjmnpx6M2bAFUpz4aZjyIByorqpLuLKAJLLJvMbx/H773M8GIEb1k0ZW4SyftNj0WyDNAaPGLsmE3Mqpql5XTbnrPdl3QWOW2fgun5GcYpzinMWAEYh8xFOzwWnCQqREYYd1bzs+bxzbJ47x3OPnuehnSmTaWBne8bGxozjS+fZ2H6Pu/eOGJKprVVizjOzaYsTYbGExWpFnC8RCUw8+KYm1LZJ7J67hNv7No//2Id59JFH6Bd3AUGcJ4SGdiIs+sjF3U1Sght7x0wmlflt+sxsY5MgDk2RoetsaCeZ56ZVKmUj8p628jSTmnZSM2krKh+MAyxCEGFIpvDXrzoGVVzVUoVAOwlWzZSNLebM4WJJSjadF1NCU6auPWc2Gna3Jrjlgrdee5lnP/pRQmi+J2CPNZFh10YYKedN3Mk9xWg3WXf5T3l1fvDDBmxMOnUck3PYRKRotmlIiUj2ZGcj8imnMjhTmDWu+DUmKQMxkF1RHVRslLwEaHWm0+0rM7xV7PVtYM9DNnE1UcpjTVbWqZq2thtIAtVQsXPpKX7xr/x5zp+ZsLtzlqppyH3ilVde4mvf+AbvvneNxfEKiq737s4mH358h1Nbm1BltD9ktexJ82O6wzucOvcQ03oTxPPQ5U1al3n6I8/blekNenB5hsSBUCs7GzXPf+gpvvi1bzF1sH1+hwtnN8l9R/PoZXY3Zty+fpvrd98FHchDQgePEzMxGHLPKkE3RKa7DZ/+1OOc3piSkyJuQLJNa6osC6+9RnJNkpq6DtTSmE6+czR1zcULh9y8ew9EGFhR4ZDOFEpFExd2pxzduMvVd97jymMPg1hM8qpFg7tinF419cPSaHcmrjckSGUNfL/jgQjczkkRh3JmWYYxRopKCHByMWvBRKVoVdiv42N0HZplXXKfwCPjYx1KkJEuaHjp2AgjaSlfC5RNgXLyaOFZ0PCCgW/Opjz92Dm2NzxVXTFpG0JVU4VTPNs2LJdLhi7Tp0jscxlTH1geL6gcNinaeqZty+b2JlLkbcU7HnrkMvngRT720Y9RtzX9IpPSQEwDUc3ibDqZEELk4Qtn2D51ijR0zBqhahItC9pmhvct7EywbC/S9wMxJRN/F6M2uhCo2oqqrkxg35kQ6biJNpqKG4knJkGdZymKOG+fY9EsCc6cQSLm3LPZ1EybwO6s5eK5HUSEozt7fPFzv8vQrfj4T33K2A3ksoDH0zoG638VA7fvhd9Nhv8fsEq8Fzy1dWrcmKiYNKqIFDKNNbtwuTjiCD4KQYshr5R+TMmIkyo5G/U1q8PFcr9gA2FiE4poXg99WHqSypSwUQM9MJpfDHEge8G7AK6nkcCf/9mf5vnnnyZ7Y3KDGVM///GP8fGPPYl6cHVD7TzdANev3uZrX/0qt+7eZn58B3GRrckmH/3Yj/NXf+mzaNtwb2/OvaMl7732Ks88+2HOn71AUx1QDYm7R4dmHO4ztXPge378ww+x0J6vfP1rPPyxXWqJuElmq/acme3y9KOnGDQw7yKr4xXLxZLVcs7x/Ii6Oc2pzW3a7QY3ra3aSBH1NrUoRYdb4tTMgD3gaqtogp7kezkzpMykqolDhKomJMfyONLUNVfO7bCzsQGSOD64xz/6+/+Az/47n+XJZz5E9iNE69Di55plIOfxCrNNVXO2klJN3vf7HQ9E4BahBG4pC1lPeAKqlkGslTVPMG0pZqKiNsWnBcYglSwbLUpsjKse50DxxfrMuMXjoA2q6wmyNe4qYFqcvtQEY/fX9E5Ob7ZszSq8T0wnE+q2OGxER92Y0pvWmZiFlBxRZ8QYid0GKZl9kuYinC8WivCeanqKSb3iypXHOH/xPP38HjlGYt+TBvt0qjZQaYUKTD3MdnZYHB4gqaepoPYZl5c4l6gJSKig9kzb0c3mBBISJ7iqwtWCF7eGhnK2DK7vekQylbPN1fmqjOkW7fIEMZo8LmqTazsbE87vbrA1bdioK7yD23cPWBwvmNYV3/r9r/Po40+ze+6clY/rc5zXXzqmk+XUmliPyTOpQtJUIIgH95DCfvLqS1VXMB/0hFFS/n3mCJ6QKLggSHQlTzAGiBJQb2PbWTNoTSo4OWo6MlpKbucqJq7CsNXS3Adjk1BqT7FmLyRTcRSlclIaoh2hVp54bJfkOkQdGl3BqnqgOEPFSJUyvQt4CTx89jSX/sK/wf7RISods80aqRqieBYSaRS2tjzV1mm+9Ju/zXOf/Bg+OAIOKsf+/Ii6bUihwqUGRamawIeubHP3+g4bp6Zk446R6VEZGFJAiQSBzS1hY6NFco3XUwxkUpEa0WEA54husOlICRYjspBJuBwYizzvAmjEHIuETMalCKkjp0iKyiopH3n8NJuzQO0r0ipy48Y1Zjs1OQq//Rv/nEuXL9POpoZnOzNLSGqDNriIZo/iIOYCx2rxoPz+KfcDEriFUBlHevzQZK3MRwmo1v2mjFi7rPdRqbQEfBtgUC3WXFnXwdwWafFNLJBIuXF8F6wD2dijdCPebRi39+a/aCPGwrntLX7smYs0jTL0GJ7lK1DIvqeuGryABsGnSE5qi6cRUhtIMZFib2a/hf4jEvCTU7Q7Z1jtvc/TH3mWlDpWi6Pi3WiZWnAGdzQh2ALWiHeOnYuPMD+8A3lJKAqAzls57jRCNiaOTfG69Xi/88GMjIPHhcqmTXNPipCGDtFU1BQFpCJlqEKxopLAkBMxxdLsNQx+a1oxrT2VK9ZxxyucD0zalknwMI+8/9brnDp32jbTwtBfZ9sn6bcdxRfTPifKeU6mM/2gH2U82hovUspnW/v2GRZrurL2E8aRFqkYzXI9gUxFcgkYKFNmlsmpMuSBFI1tlEUIPlB5R0xGBXRlMG2sJou2Efai3jJtnVAVtY9aHT/5sU9wYfs0EMkSrDfhhJgj4o1q6BxkyQRNZqogmVgps90ZSEOmJ7EsSX1F1kTWCdffv8H01JSd02ep6QFHrTXDvCqbB8a8cErKkRt3bnN5a5fd6QZZE5IjiRU4Y44pA4QCnZXrdAi2jlQNGvUlCUupmIOXCVMkkqUHbUBMjiCnVJKQ0mvxWCbsIPYDQ+y48vAuwSnz40jKHdeu3uXsQ1s0MkComN875vbNa1z+0OOQso3b63itj9PFlNssBlGkj08A43/1eDACN7aex6miMfuF+xYZRT60NKoU42x/F3UsU8xIx8griGrhpjqs/jJRdfu4LMiM7yKPGbdysokI5cKhZPr23IKwJUsW19/Cn3qSalqbtoc4xCmhbRAp7vMpk3Ikdmk9Zj/kZHS+4EHVWLbe40NAtWfv3dc4f+4c8fgufUwMq2OjwokF21A58gCeRFNXxJyJ/SGDU5o24NyGYfQhUNUeJ0abJGfL6tRGbBFXJAIsi/ahQkKFix1DzBCTlZVq9DK8CY7Gcp4yCjmhKRVt7AgaCcHT1gbNdN3A8nhJVXtOn9qE2ZS8WNA6x93r19GU1n6B3z2Ew/rcKsVsQOxCsk3cqpX4gPO4bb0oeOOtqyq4UCaAbW2epA/eNkkj25sZugqSDZIiW/Ab3YeyFuNazcQUSRrxBFzKNKE27bVs0qkq5pYzXluGjzvGbMm0pEufKcOEBre6jcYVwmS94WTJmARhLmhWQNWXYstKfcsYM0kGhGTO7djmpQivvfgt/vE/+nX+vV/+awS3wDEAMB228MtAmpgDWXY9zgWCJk5NWr56+02eGJ6BWBFrwWljSnreEhnzQ3W4XJHFZBFy6Y+oOjR7yMEMGPyC6KLBoDKUzcDOTSIX+QuIeVgbvORsWHTKEReUSV3TrwaqqeO9l29x4co2k2aDSiJpWJLryBvffpnLTz25DsTqzDYwY6bGWrBvIWOKkYWC/KBj3FAagiUwj3ZOKu6+hqVl3WPQTqon+HN5hrGx6IAgjiiZhJRhAtYj1sa+sYXKiKML4E/cXdwIl4hHSLapiE3/jdl8HpZ0hxGyYfR1HXDFpd5FT9UoOlhWEqPgvJA9xEFR7dE04FRskaiJB6WhZ+gjs+mUyaRieXjXRvJjj8ZE1JEp4wnBPO1EEkPKzLsV3eqAUAWaqgZNmE5lja8cYYQdivKY994CtytJigPNA2ll4l05DiaLmYXsPTiHqBDTUDBAo5KhcX0WNVsjdloZOyIOPfNVT+p7trdOMZmYEuOwso1KktqL+9HEYoRHWAeUMYSLK+pqanQ5lDJI9YBDJZTEBBhZTFoKfVPrgwLsFVgoWYDMGeciSjDRtZFJpZ5M8YkUMPHTEUO1v08oVWUiawrm5Zg9rmTZa42UkaKWjV47qC/cbpv4W8xvsVodUW1MbJ3I2ONx+DixAKNmyivYRCsyINqjLtm1IyNH3JOD5+6t2/yTX/m/+Lf++l9mc+ZA5+YDKcJSlOSVUFhHXgJIw5AylzZO841eee2t1/jE7sdJUYneMn/TbQk22JIyZOtbSTaMxJXhIpWJvT/pIXf2XTGDbm0Qb1opqbwf++zyGp61BA8GHdhuZriSqOxd7RDfs9E21NqQvEA+JjjP/GBBTgHn0gkzLWtJKu18WeTxqAQsHet/QL79AAVuxbJjGZuQYvmcqBvhwPI4+79iwVdzJiYDtU8YH2XOX8d2pVGmnCrrhKPolIxC6WBqa8aQGAO5YzQ5daUkXbdIJbOIDtopJoLkcK4i+Mps0ax+NUNQlxEZQAdSFnKfCFQ21u8rosbybzYQfjZtaOqWFCMaBxMY6ge6fiAOqYji2yYXmhp1kSoqeTnQ9ZkQMpVPNFVD8DVVPUG8M5xVhDwk+qE3YELKZoVpLAxDZnnUkXPCtYUuWRqxKUVIDvPZkyLdWkgdxbgBMbcPL5BiZBgGUt+xuTlhe7Ol8uZGlGMmeGdaysJJWbj+Vs5xoQeNE62oK72AQm7L1jh+sI9Ri7n0axDbVKHIAChju9LWjJXKw5Dpc2QaMqREyqHA/dGyWWeVHJrBmSXfOCGWFeoqIKU6MsTUrgPvRoMRwbxhbBjH+x6hwvkMSen7nqo+ZRWY17UAEtkRNCC5WgdmSRHxqSRdK5xfWSWQAuKFRE3OjhwmXP/iS/zMpz/O5Ucep5Njuz4w6KMXITeJbIg3LjdUOgXfMUyFn3z2WV64+g5RFqhMcERyNqNfh1g2nSGzILkl5NqMKoqBskoHokS3h+YaUguIVTjYYJKdr/KzRJKkYu3mC4RhWvVtaIhDT4yJe3eO+dhHz+O6Cm3V1ByT0roa7423f5KHlMpDB5MgEJPaJVvvjSyF7vkBMG4R+RXg54Fbqvpcue1vAf8JcLs87L9U1c+V+/4m8MvYpvWfq+o/+2GvoSX/GAvGXCggolLoSpS6QXHZeMdruEQM5xQdGzxjILKs3VHG4NUGQ8aLRbOYvlTJbMY0b6TXUkratV/tWuDIBKkgsUhAPbFslYKQZ4cLNRKC0btUgAHEOvVxCASpiA1oSqhzDCma8H1WqkkDDvpFR13Vlom6RIrOLtcUISdSymiOBRayCblQBVbLgb17S8IZmExmNNMZddXiQ4s4j+aBUEX8UJGKA4s4b248w0AQaGpHTIKvA84VP8FuIMdSBVXG+ckKMcfi0G2TgK7AUE4cq9WS3Eem05qtWUtQxWVBBoMCmsoTmtogAE6gkfEX0VRgpNFooXh+Yk0lUWfWTz9E1+FBOMb5ASuRy0aTyx0F21YRJCfUC30WVBPOm1a2+t6yM9x6OMzUA53BVqIMLpcKDEtKPOSoZB1ADSvOJVvOZRMpWCA5KVEjMXf4OiPRoSFCXVPVVdGVASc9+BoXK4MiKRZHPhiXXxVxkaQNZEemMtVdSXgV3vrKK5z5xuts/Zs/Sz/PhFlDxuP8Ck/PECLJdTj1uCDgo4nCacAFx0OPX2Tr+g3efPkNnnnuebqhIVPZqkjOiApEoLb3vQbjnwAAIABJREFUogFHVbSOljiJ4ExfxEmF0xbwJIlk5oAN8uRgG2kySN8MwyXjCTTeQ05IEo7nA3mR2dg6w7TZIaZIJBJjiUlqNofJp2KeYJuzajJzipxJ3lhV1tezyjLm+wxj/ojDfd97To5fBf7SH3H7f6OqP1a+xqD9YeCXgI+Uv/nvRMT/CK9xH5f3u/Lfwvig7FRjU1GhCOjnYniYcy7NPuN0j0TudaNSC/WnZD9jiP/u/+x1jCdsLzsG/VElcBSkEnVkPG07K4EfRhzDu1As1RTNEfGeqmkJTUNoakIzoW4bqklL3Uxo2w1C1QAQh4G4GqiqQNvOmOw8xHT3EXLV4ttNfLNhzukxMfSJbjVY9umEzY2Wna2W2PXcvjNn6CNpiGSsK99Op9TtjFBPqdqGqq4JxUw2eFsoOSWbYJ1W1HUgeE8o2i0528ZkQl3lTI1IRsrlQhmpgZnVquf2nX0WB3NS3xUVwUi3XFIFDx42treNV3yyEtZfY3Vl3GS9717blEes9oNolYjIr4jILRH59n23/S0RuSoiXy9fn73vvr8pIq+LyKsi8hd/lNcoS9dGm7HJRAhGpfRljeZRTKtsTTmbs5X4wiZR8NHYJIWPrVqRMRnj4INpykSxCTxsEllJa2lkcaw1n8UX2cCSGKi3TTwbeohUFXVVcfrsQ1Q+GMtFjYIZskeyZe1ZIrhkJb6YiUPWGkkTNDdkarK2pCHQ9cJbr77BN86d4e7pbaq2gbyDi6chnSLJNsHv0NQbOFcjwZF9T3YD6ip86zie1HziEx/jy3/wbZaHS6NNaiZnR0oNEUcvmSiC5sYmS9ebvS+ZfaLJO4S8YRg5damorecVQ4+qQS1OS2/MwShT4MRaMjFGjg565keHxDzH/BmEOidWq0SYNiz6nlPntyioK9nlsgnqusKSFMv07widqDFkf0A+8kMDt6r+DnDvR1mgwC8A/7uqdqr6Fmbx9Mkf5Q9HYwO9L9O2rOuEm21ZOOvHjYF5/PsTx29dZ95QHpNLl1pH38SSAo0dXiiTZnLyvWR4681kDeXY/70PVE1NRsgDJijvHDkNxcFCcPWUqt2gqluCrwmhxlc1zlfgamMJpEzXdcwXR8yPD3HO0c426fo53WofdMD7hnq6w2TrHCrBGlFxoOs7ut7MI6aTCdNZy2zWsnc45+BoQbdYEldL+m5OGpalWTnFVS3e1zhXmDIiiC8CW1CCeLmKMdZJqAP4AlFFs26S9Xmw7FgdNvmqsFwNLBYr+iHSLQf6rjd3+tUKBHJbcf6RR/he2tMIZamc4IqjzIGW+kzzuBlbKPwAx6/yp5yYyLiC71vXdjiMBA3ibHLSlbXn1Lwhh96Eo8R5hAo04KlxuUGoigWZueo0rrU1Jw6PpxIlDQmngndV0XopUg0kXGHpCMaY8lIaY84j3uO0Zmd71/o9zlx6JBkrQl0Eog2nxQZiTSaQCutLxRgwaECpWMTM7fkRN997h7PPf4hqe4MchOgGY7rg0bRFXJ5lMjsHocHV5uc4+ESSSKWO7Tpw5txpfvzjH+fl114l5kjQhKRIZMWQEjE19BoYRBnQMqAXS2/AKuGYhajKoGpNVfUodRF/UpCu/BvL2lr/uyAm8BLIg9LnBblagRwxuM6kITys+kTVeLSGJ575EJLGAUODZZwo2afCz0+MakmhQJdriPj7HB8E4/7PROSvA18B/gtV3QMuAb9/32PeL7f94OO+hSz33TjmXWuNkTW/e8y4saxbY7kudLyLnAeGZMEzkUlDJKUBLXoEjLxMNX3tPD6fs1x/DCZj6Cp/Yjtk2RVtfHXMAg0+SdlkHbPLeN/gXTBcU7IxSJKpsEFlDj5xYLWcMz/eZ7k4ot3YYMdn+v6Qo8NbDMsV7WybFDPLLrLqMovlMcfHxyyX0Rytp5mt6dSMJRR8CPTdwL29IyZVhTCADDAkdJrw1QwfGpSMxIwmkxsNwRcrJcO5UtkMTZDe4yorvW0DzDi1TD8WvZhc8NYUI3gPKZpWdk4FnkqkKPSrJbl27F46z+65s5yE55MNWosgj+rIKaHwlgU0Fn9LM7KQD6DHraq/IyKP/ogPXycmwFsiMiYmL/zA1xh/cDrigCeYPqVxjhjuKQVGxoJ1Wmb8qQqS4qTC4w0yExOS0mBpfBI17enyzF4hxYFVvyzDsa7IOoy8d8GrN8aVFKzdg9eiZ59tTY/v1gbaxNgpmkq1pcbeoCoVWEa8IAkSvqhtenCRzWnDC7/7BV59/30++cQVkiqJBYOs6H1NLYEKbEYgV7RVZdO3ZW9LfSSrJxAYNPHMk0/xuy/8Lvv7R8SYObMdEGnoM+AavDYl2A7WzFcgV+Ad2RmN2Ekk46H4oYrWOIGceiREkJ4ijjsuFtCB3GeqakAHBZ9wCWrXErSxDbeBYTiiTxWPP/Vhzpy5bFGo9Bo0O2vCF1liX+R1LSEqpgrjMMr3Of64gfu/B/52WZN/G/g7wH/8/+UJRORvAH8D4MKFC+sm4cgeKYPBOC0UwTH7WkfKkatto++SLACnFOmHSD8kYkxr9skiDSxSZhCofQDXMjbIR31uLc+toxLM+tB1puTUGgfZYdM8PgA2lIIAKRVVMnPNVgUJxZBYM3HoSUmJMZNT4nD/HrduXMWTWC0XRFWaWrj23vt886W32D19mo9++Am8wNHeEQdHC44WHXsHS/aOO27sH3K0GthuGy6e2WZjs2HoMocHh2xMGhabK/ou03c9cSPR5oF2pvi6LTxVDGsfIuuhF2dQhyrEnIHCTihgn0ngWgD3zqhLucBLQxxIcUCD6UN4saZnjjYJm1WJaaCa1lx6/FFzxSmf8RjLxk9eS5YjJaPPOhT7Kas2NMU1JPancHygxOT+9X3x4sUThoIApTphlArGzGdtsMg+M1GHcwN5pXhnrB5XJnpjGhhyz6ARLRIQKQmH830kd2iui6GOp4umuS4OnLe5BnMN8qXsV1RSYTg4I7QE0wh3zuO8QTE5R/yoHa0jB73o9ySPOi3ZYmZwxvCwF1WG7pD9ecev/8N/jquEHRlwCrfv7RP7pWliuxZV6BeHOAZ8HRgyrHrh9t1DVt0xG5MJ5za3ze+xCWxNJ8wqx9W9A15+8S1+8vkP4adbRJa43N6XenmQaKYfYmPllNocF8k6bk8BxJNdYaQkBYmFsGDsHpWBVV6UzU8J6vGsyGKbWXaKx+NdJruGp57/MZx3aKEVZbCeggg+j/00tX5BBkpj2H75Ew7cqnrzvgX6PwC/Vn69Cly576GXy21/1HP8XeDvAjz77IdV5D7C+Rg8KdTR8jduTck5gUb6lFkuOvpuxaobWHUdi37JshtYDb1lgygDdlEQPLN2ittQGudw/gRDt8VYoJAx1R5/F1nfN05XZhWOu8jpbIvBWCnGDvGK2RJ5X/o/mZw6oxPGRErQrTq61Zw4dKyWC4YhoWFJzolXXnyb175zm8Q9lsvMhz90mcPDnr39JfOu560bB7z4+vvcOVpQBcfpjRmr5cCprQl91zE/XtnwT4wMwHFc2MVZstW6naFFgXEM3ilHskBKyehbhe7nAoVjb0EEtanRmBUtJb2tPcfQG1QVY6LSjFufRyFUFUNMNqp/epvTD104WZrjAi6QiOjJz4YB22CF0FvmXsyfDab5E2eVfODE5P71/dHnnlevZdQcjD3Effo8SMkO7YLNDrx6piqsepDWQzmPna5IWVgidFkZliviMHBj7y437t0kMUB2NmgFDH3C+5rgG1R6RjaaL1n6SL0UNecdlYzkIjsRKg7uHqByvuCI47ytSU5YgmNwRshC9tbAVzzZCRUOlUhP4mt/8EX2r99gcvYsL/7hK6y6Od945RscHSqXHrvMZ37qJ3nkzIysA+1swsHeAb/1hd/nN3/vGyz6PdqqYrOe8cxTT/Izn/k477/zGil1OIHHLmySVmd54YUX+XOf+jF8FUgVuFwheVIqnUiWFVZpiNGEVcgMxYijPTl3ubJqTwRxGRVf+jvgXObu/hF5qE1XW4OhrdEqA02evo/snN1lur3DQ1cuoD6ipQENxryyGVc/viAuCmCNfhGxPsYPWF9/rMAtIg+p6vXy618FxsbOPwb+voj818BF4CngSz/0+RiHKwo2XS7isURxI44t4/VtWfQQM8eLBbfu3eXg6Iij+THz1Yrj5YL5csWy6+iL07h4QXxFHWpObe8YRzkNbEynOH8ysUl5/rECGDP/8WdKWevEXCpu3TvikYunrNxRYegTIsnoUy7hnCf2kbRaEIeOvrOMe9V1HB/tszw8IHbm9p5dYOo926fP8/iHhen2bXZO7XL24kVSf8zB0R2O5j1350vuHCzY3dnh0SsPcWZng+Acx0dLjo4WqMs8dOkMp3dnTGctIQSWiyXzxcrwxGwTm76d2TRdjjaGHyOuKhhfET6yaSTIMSI+4KtA1rRmcmQtgyKSgGjBPyvDMJBzpKqscWb6DHa7eHj0Q88w2dz6npVQgsf4mUteV1fGcbayV2MipYGcUsG5/2TVAf8kEpPveUZr2iJkMcXljFFKobIsl5MM3GVfIKiGFZku9gwZ+tzzxnfe5uWX3+Lq1asczw/oxPjW2VeIb5hsNMxmAYmR2K8Y+r5UP97ofyXzj5KQApegnowScoVTRzRSNb4OvPrWa/zkT19mUjc2+clAFnPqsY51qZNdz/9L3bv8WnZfd36f9fv99t7ndZ9VxWLxLZEUKYmyXrSsTrfbbiRuIAECZ9qTDHqQDHqQDDPLqP+BTAI0kABuJDHQQCdw3EnQ6HYcJ7LVFluW9SIpkRSfxSKr6t66j/PYe/8eK4P1O6dKhkXZblupbIEieVlV99xzfnvttb7r+0hkvCZrXFwgkRH13Hr/Dq/8/itkHJ/9wmd55olnieq5cuMGbjplc3FJv1rz7VsfczQ/ZFhv+ONvfZt337vJ333pSxxc22c2mTFpJtw+vcnv/s+/y2wh/Prf+w8o3pNUePr6Ewzrwr/93k/4ypefB0zpG7TGizlA14Zll4mxIJVqnWr0v1xGTAAzocgaxJgepZiCFYVA4HK5IYiQiYgmvLZQWpRIFkfBGsbPf/ElJotZtTjIdXIBBHyxe0Yq2UKFGjEXScUM1D6pcv9F6IC/Dfw6cFVEPgD+a+DXReRL9qPzDvCfA6jqD0XknwGvYqZ6/0j/Qp6b26VkZUi5im9WjE1rJ1sq1laAmAvL9YqPTu7y9oc3+fj0hLPLC1abDZvNxrrttOWq2tTmnadpW84vLszzYxg5Oows5vOa/2clQyuG6PC7bX+p6eJbAsM2QWS5GQwHVnvx3jl7arYm4c5xJMeRkgfiOBivOSvLi3OW9+6xPD9nvVxScMwPpxxdvcaVq1c5ODzisSefYHlxTtclpJ0R2pbz5SnDMHJ1f8Z8PmE+swPVb0aaiePG4RXmey3zpmHatoTgaKcdpcDq8oKLiwtyLXidggsTg0q0QDWEV4FSbGkjImiKdrizeZYbfU/RZPdDyplUlBStoIrYVOFRM8ySgpNCGiPr5ZqjJ6/z3Bc+/wCmXXaUVaPE3TcF2wofpGALyWJwWC7bsbf8tXfcf92NiU1sQI3f22LaHiozo0re61jv6l18kZTYrDlbZ17/0Y/45jde4c5HZxacIKDOQiqyKkV7VEYuL5c04ZLDacd6Y+9ViREXHJps9Bd1OPX3aS7bCdPb51WKkmvnvbw4Z305sDiaWrETxYvdI6gxn3E2BUmJqBeggaB4Cdx6913++W/9Nu+89R5f+/Vf4Tf/wW8ylQWjD8zczEKGjw9gjCz9nN/5nf+Ve7c+5tPPf46XX/5l2qahdR4vBQkbHr12yJOP/wbdfG4vXxPBtaSm8OJzT/Gt7/+IDz/4mOeff4ZeTXYuKdjkhje6rrOHWNZswhsxEZudokpv3FI0tzSb6jGfRhhipPOt+XoXRfHkPKA5Mqx6mlnD9OiIz3/5S4izvFXr4MEFh5SRUmucUKrA0Kx+tXblFsn3s0/Uzy3cqvoP/pwv/3ef8Ov/MfCPf96f+1O/B4gVO5UqU7ep2Q58QSvvv+C0kHNhvem5fe+Et2++z48/eI+79+6x6XtSstHavLe3B9MawiQjY0z0GyugQ4yMmlER9mZTQtMYzr1VlSkmmN0qJbVUTnGdBATSEA2T2mHkaoKZYknymh05RXK/IfY9Y2/fd7O+YLm6YLleMYyJxdVj9g4P2b9yjG8tYLfpHOuUuHd3xWIxYXE44+qVBXrnnLZVZrOGMRfuXGzwKF3X2A2HHZIxFtyQIGTcpCWkCf16w2q1sY46QZgoPrg6O5uUd/e+ZSsK4gOKxzkla9wd6q0vdlETa+Rk0VKWSmOhvq5oDVfIjDETNfFLX3+Z6d5ercu7Macuee+fiQe36qZYhZzt86fUpaTqv5M54C+mMWE3+vq6+Nvuc1DDRME+My8Ohyf7xEXfs5GBf/F/vsIr/+YVXFIIs108n8EVu4A4m1ZFGHLmdH3BD954k8cff4Sk5nWfckPRWMd+X19BrjTOYrCBT+SSkeIo0jCft3bGa/Pka+ErAqn6kvittsErXh3FCzEnlhcX/A///T/l/Q8+5PkvfJbf+I/+PpN2TlQoPlGcueVdnJxCgkUb+OpLn+N70nJ0ZcEkBIJ2DG7N4NZ0YQ/JHarQlGjLcoVIxk08JbZ89jPP8sq3f8C14zl7h4dk3wMTGl2AejI2EaoIWql5IiOis219Bpqdl3bRYNBgMLvb4VwRHYCO4kYyPWVMtIuOMfWM/Rrp9vna17/GdDZ9gONm94mn3GfC2QxmfG5RNFvcYlHzSEF+duV+KJSTqqC5VF/gbU6kdb1FqU+sAtk6wXEYuFhe8t6tj/jR22/z4Ue3GWOsfxgVs9tiWA/4XtT/SzlzenZOyjayeh8IbcPhbIrXavqzHQXrm+4q3l2bQPMukCpOUVvqpZRwnRlQlZhMwaVKziPjmBiGkZgS/bBiM/SMYyKmgp92dJOOg6NjJvMFCqzHyPu3bnPz1gltE7hcrnAVephMG/qsjFFZVZhliAPdMCF0nlgKxwdzmAY2/cDEOSZdSyxq6vCobPoRRZjW5G5IlFKIyUY6RUjJOOu++nLnpEjryFlBAimrJdDkQs6JaC26TU8obevZW0xpRGibjmHoOXzsEZ793OfqJ19hrG3FVvt9ZktqBvcPfqj3PdXrw3SnOvwE3tTPPXu/iMZEiSXT4I0Ngu0Dtp46KsZUkgdyNIeSePPtn/B7f/B/89ZP3kTE4b0VEUtqEptsHrjBrfhu0+E9P3rrLfaOZrz0xRcp42hqvLJAqyBHiqswZP2+WUk52Wss0E4mdG0gRXsASzHXulIf7M7ZfSCl0nCdUPDkZA+jb/6rP+b9tz/kxhNP8IWvvMze8VWyZpIrJM2sxwt++P3v0w0Nj872cN2M470DPv3444greM1oGNEwMrhzUh5oZJ88CkNccfXqHtM2UPCMCG6iXOkWvPSZ5/nxu3f48uGhqWqdotnu51IZGypNZZH1KIIvwQywGCg4Y2cVMb9sV9OIXOHjkzXeC1lHVDakpeNob58rVzv6jdLtH7A4OOb5X/o86grOBbNudYpLuUKPgsu6fXrvoBLr3THh0s/pRh6Kwg316KjaAlKKFZgto6Te4E4cpSQ2Q8+9ywtufvQhtz7+mGE0rwxBdmKbeqvf72zqtYVOcs6cX5zjnGM+X3B4fAihpWkCqR9q8bbXYGzl3Rqp4pG6M69LKZNLptm190LK2WC1XEgxMvRr4jgwDCP9es16teHiYslqs2H/+JAwneAmHat+xWq5YrnueePdD1mt1szaKTqODH2PpzAU8E3LcohsonlA5BI4Xw00oyPXFPjDw0wcE86t6CaW5D5sEi4m9pMZDPmmp5UJQiFVfHqHCNWFWSkFF8wYJ8ViSR47OEVtmZkz4xjN/B/MgL4TZnsNXTMjFiXFyC+99Dnme/MdLLb7dHRLAdzCZOz+rkp9XeYTU9QYOTtZ/CeucR6GS3c0P+rEtqOF7YQdBbQBVYpLrIYV3/n2K7z7/k8IbWf3RrbR2nYt9vPbWGceOrpdPEoxrrF3fPvb3+fqjUOuHl4zjv0wwYtSGECN+Lr1AHLqwSs5mmmVBE8TWmJfs1pVKXi0BESscEtlE7lqOKXi7SzEFd/7znd4/MXH2Dt6hBe/8DnoOkY3UlRZLjd899UfEjQRWsfIwN2LNaf3LpBJNnMoGYmTFZIck9LRs6Ew4MqE8zHyzrc/xnUtR9ePeOT6MdNpYHDC0fU5Nz++zcW5cvXQaK+59r5Fi/lg69Y2wVsox7bhQxCSvRfikCpPz5K4XC557e23gUDOI12e4LznmScfp/GZ0LRI63ns2WeZL+a7RtQhxlDxBc3mD7M9F0Vsk+fURENmNHW/Hv6s6+Eo3LXjgGxFIFkh2BpICR7fBELw5JRYDz3nZ/e4e+c2Yx8Bvd9ziVRNzYOl+4EHwA4KMTz3/OKMu6f3eOyxx8ma8e0EUMb1psI1Ntpssy233Z1g3UfGKHClbjoKqWK05rlbUiKPG1IaiXFkM6xYrZZslitW6w3FOVQCm5S4eecuKUUCwun5JatlZLNM5GaNpsTl5YrZxPipe7OWFk8qDnKP64QNZqsaVHDFsVr2FIWTexeID8xnE0RgGEcOW89T12qWZLV+3eHN5jKBuhrvpoWcrR+Io0IQiovmOZLtIUg2dWnMNV0nWCdWspIkETcjjzx6zHMvPm8mS5WNYujStvuoQpudErIe3MocUTXWQknZJilltxx7mK+tKSvitu5F4BQv0YIQVEG9aXG8klQ5v7zk7fffRprGHO3igNCiBFMSylijtO5/D1ftQB3O1JBaGBO8/tq7/O2vX0fVVWvYCbAB10Npt9wGMiYe0d6e3AWYzALrcWUPGhNAVJdDbx2xCJIjhEiWYidHMm++/kP6OPKZxz7Fpz/7eRZHc/x+x917K9740dvcfP8281ni2t4epKG6SJ7j3SXZQVKh4RCfitnjlBmUwcREohxOO8ag3L1c8datm0SFo6Njnr5+A9ENdy5PSW9M+Dtf/gyq2ZaJRRAJ1RQr4Whw2rG1Adw2YsWPSFmgalx6p57slffe/ohxWCIqeMn0Q2Z+GCl+oFdTQMbLGV/44pdw1RvddjVm+qUKweUKcW3dMAUp2wJfKc6STeD2CWfqoSjcNjom4jjSrwc26551P5BzxjlnacmTlum0Q3Jms1pyuTpjubwEga4NBNcQU9x137or1tsavn0bapGvVKiUMndPT7lYrhmGhM6EpmlIbqCkXJ/CsHVTE7YPGYerQavrPpmuBsHgV3NXM3+TRCqRpCMx9YybJf16zarfMOTMiOPy3pLpKIzxHof7Uw4WcxwNTz96g83l2sya+oH92YJu6uk3I/PFnG6ILLzn7hhpxTHB472rcnJPUaUJwtHBnNtnazbny9oZF05codQOrm0b80ipH4a58G2XtfUdqz9XyhUI8TAMlTM/ltoRb0fpTKgxT65SLrtpx5UnH+XK9eu7zmbLydctXFCBbZtuyg4DV/KO/lm29L8t04S/ETrgX/Nl4hqRYlBxycRUJwfMD8Z7j4X02s/Tr1eslj1OPSUWGpmTvC25BaAE+/NKnQOrt7Nd1adeFHzH7Q8vWa/XzJo9NGRcdpZVyQqzkfV4hKwN3jtKzqSScY2jaQKbvqd4B5rwknYSfGNCJ5BMwkzLStwQmsAbr7/JlevHXH3kOkLh1e//gJv3Vvzg1dd4+vEbHB0dMfMzpM+0OiEPSo5CYQ/vRkJscTLBZ8h5JCE0OkVSi0SD7WZtyyPFM2kabp3dZXOx5Lu3XyOmxMF8zu2Td3n0kT2efeIRslYBjArqalgzNTQBQau3uYqgEjHTXShuIEvLye0ld29d4lwgj4mmTYzacHDYkEo0PUlouPLEdQ6vXYUGPGp7ovpdDOJSS9gqNoGJajUWK2hx7ALP+f8BVCJAHFacX1xwdnrOyekpp2dLxjHivcV6zRcLDvYWCJmT0xNOTu6yGQYO9hZcOz5gMgmsNj0f3T7l8nJzf8m17eh2fhcVg93Orpq5WF5y6/Ytjg4WNE1g3oTdSH5fSg/3OzsTo4hYIn0fR4acaUsiyNYZkJp/WT8sVYaxJ1f2xTBGzvvInfVA1IbpvHD1cI8xZkQdcWXy2cV0ymaIlCwM/ZrV5UDjWy7Pe+6dnDKkgrjGFF8umS/3oIxpAKdMGs9k3tG1jly29CZlE5U375zRNcL+fMpB2+FESLsWTsmx4Foz99EijCkzRDO8UuyhV3JiGI2ml3IhxmSdcRyZHe3RNC3tJNCEhmdffJ5u0rEdEWWLg2BU2/vQx32vmN0J2cnby/YTwJyo8wMLzof1UhtNzH6InDMxKTGZcje03iwNfGvsG03cu3NCGhKkwuPPXOXF5z9NSiu+8/23uXtyj0ZslyJqYhmpEWb2VinqapNB5PLynDffeo/PvfCCudyVAKWt72Eg43FkRAOiFrBb6mJn2k2QKhCyGmN+86ZAs/tqix3f594LcYgs9vd4/4OP+Re//y3u3j3j+o3rfOmLn2U+75g3Lb4IIRY0msuhKws6H0k0eBUGXZNDJJMJxeFzZzYMGkgaSY1QihLGjuPFFc7GHkdLo5lRPO2k8Cevvcb1K/tMGlcdDlO9/331J0+QWqzMiimeRYiuR7DQh6Ff8+qrrxOrmtS7QogZ3zUcLq7hUkFDYRhbXvrCV2nCxD5vZ7/e3DXtvlYpJtLTYK6IldlTAVzbOVQHzE+6HorCrZq5d37CBx/e5P133+O9929y+/YJm2HAu4a9+Yyj4ytcu3qFtnVcnJ3x4QcfUNLI4WLBtf0Fi1lDv5iiBfrhI/o+7Z6m23dm1z9KZmdnSSbHyAc3P+BgMUfIHO3NCOrQbEtHEMaUSCXXUmEkDHEO1zg2GxP/dJNo38rJLrU5pVg7UYdvWhuwkxr9AAAgAElEQVRx1W7ce6vMzZMVs9mC2axw7WhKWq947yfv0DRTKEaj69c9cTRTGxoTDZyenbPa9BRxoELKiVU/EnPGe292slvfkRPrlrtpR9cES+Ip1rXcvljyrF6pixrsJlQb4RSMh54NDRxiZthi/5WvF1MmxkQRTx+jdRfFCpInM502iDhms5YrV69Ywf6pzcP2YVo/n5/ir95fSEq1GLAUka03ii0vf84Z///+UqWUnrFE+nHg7Xc+4Lt/+iq3P75LO5lw48Zj3HjiCR6/8Rizqefk9BZ/+I0/YkgXzOZ7fOHFp3HSMm9bXnp24Pc+PrciVKRyhEv1H8HgkorLiphtgUjk9dd+xPVHj7h6sEcQ424jgezN0MrsA5xRLdUWnd4LYdKxiSYcSwKSyy41aRtMjNTFqxYQR8mJq9ev8+pP3uPWx3ftntCOr738Ra4cPELjIzqaliDmhPPRvFAiNoUOhZJH+jJQhuqyl4RhlRn7TBqFvmSWJdIPGxiE5riFRs0JMNnSHHWs1yve+fAdnn/maUpR80UvFaCn0hmTkNpiDy1JRAGyVYhYMq/9+AMuNyu8m9jPIgXdNPhJxBUA80rvR+FTn3qm2jjXvQPWADrH/aAHdeCz+SdVSqcAxHovaOV3fwIE+FAU7lwyt27f5LUfv8qrP3iNm+99xHK5rnJrofGe6WzK1atH7C8WxHHk7r1T4jCSO+MdN00H3rOYtUy7jk2fzRxenN30u2ggk3DbZYpHKcrF+QXvv/8urVc0HjJtJobDZsPEx5xYjz0xRrbc4oLi246YlSFG1n2Pm3sYBwtjqE8LcTaSSbU/xZkZz8VmZMyFmQ7sT5Tz2x9xcnJOv86MfaRkW0Tu7+9xPJszn8xY7HVIhkY961lkMtuHIVIcbNJgXHOEzTCyHkeGrFz0PacX50yyspjPdjfdteN9ruwZo0YarGgnISfznCgUxlSIGs1zxQWEQkym/iolMYyJlCFmc2q0Pxt8cOQ4AoUmeNquZbG/vyOA7HSyzu26tN2WfYtfY1+2CVN20w+1+9tNVX91Uskv5FJVBnru3jvhX//v/5pvfuOPODtb2j4ktDt46/DoiKtHj9D3l7zz9vuUNtPqlFnXkaK5ZR5dPWQRDhjiGcWpxdHtsFRz63NqOZPmd2FCqvPVJd955VX+7r//RbQ0dC7YaF5qcWlg0JHV+oKkESdGD3SzOZu7d0glkRuHr0nmzqW6MrL9j+AQZw+QFDPPPvs03/3hu3TdhCyZz37+SV587lOc3rnHemnmZ2e379FfrlkPGwqJhQ/M5xOabsq9s3NGHXAIU9cy957F/gL2AzmNhNaxjpkxC7dOlrxz8iExDTTNDHUtwzAyX3QILZvBVLZGw3S2I1DFaaUTtFrvV/DS4VQZS2Qohfdu3eXmnRO6rmGM1QYgO6IGFo1AStCZ4+PiuKVbmPx/a1JXCKjLBp8KaK7Kn3pmbdGsuOKq8tT+g7FgfvaZeigKd4yRH/34R3z3O9/j/fdum1VpKbtuKxalLFfEYcNp21JESUMkq3CPJV3X0rS26Y0xmaGO6P1xW6tXCKk+ybbxZjaCG/0ws1xecHZ2yjQIuRvRooxjZAvHxmwsDd3KwIvSho6UVgYTjJE8yWQF14b7YouKGUtoaVtl0k1oJ1PapoO8IQ+Zu3fOePtixe2TJdN2wuefeYJnn36ao2tX2T8+wqeRtBwgZsQ3xJzoL1a0h8dszs/Z9GtOLy9IYwQHnW8IwXO+7plNGubTKyxmLb7xjBHu5p6pVx67dsDe3sSk/3pfhp2zRWEJDnWeXBwpZmKOjGMmBBMijGNCnKekjKhNBcE3tF2w0XMc8ZOOF778Fa488ljFXivNsu4ZzK8jb5vv2vqX3WLZLHSNdplL2SUlqdxX2z7MVy6FW6d3+d/+l9/hD/7gD8kJggvGXFBFozKMAx8u3+eD9981Fk32lAibdM7HpydcP3iCgtKGKfNpa2wibewbSDHclIRH6v4mV3jD8FTnlNu37nB5ccZ+OALJ+NTiZtlSmVLgg48+YrVck8R+/Tj0tNOOs9XGYs22DpsCIW/jNzBOeLAwBNPrB67fuM7+4T6Xd9akXrh+dIWTj0/4zp9+n7ffeI+j/Ql/65d/hSe++Bhu0jHd36Opnf9maY3GsFpSErih4MfRbBlcrjTVTDfJFC+wyHRXHmXeLlhMJwQJvHn7nDt3btN0HTduXCVHpfHBmNOacMWxDe6leLyYaYWEwnI5cPv2KWnM3P74LhNnDY3UgiuuIUmiaR2DDrgBVBx/+9e+xmz/0NTJKrVphCC6qz9UOii57jxqcZGsJq3XKon3n+x4+VAU7nGMvP7aG3z04SklG1/VEDT7XxC3nWxqYG5lKxS4TGuGcWS1WjGd2NM11gXlfRL7tn2zpYrFX1V3td1tb0rBOCb6foBseO7lcmW/IzSW5KFA9T/eLt76mFiv1whKaBuCeLpgUEvNOcH5QDeZgThiSuyvew7nnpMzeygkbZBmyhdfeoxHjo64ceWY4+Nj9q9cYzHf4+zmh6RxQNXyJlMWkoe0OiOOa1brJePQk3JhLJmxZBDHfDFjQWTSOULr2IyRoMrxYsLBouXocE7bdWjJxDgavxjj86JKigMWQCXELNVm1KNqeHYu5vdsidVW/K8/8xi/+rd+mbhccXD1iOc/+wKPP/0kLmxd1qjdxBY0gfsUqQe42ZXepnVRWlKpqknbwNfm/t/R1fVv/oo58S9/5//g//nGNygEgm8MSnPmoCPqzE+6bD3RbadQUiaPA6+88hZf/RJcv3aDGAdcGo2hosYP3rIhtud5m/Ru76steUUNBtlcjBzsJaIaV/zk1hn37l6wWY5sxkxpwDVC8UIuntl0xiptSJsBNwvmH+4cRWtIiAzgusrycQQJ1l1OW46uTrn5UURWPT959U3+5I/+mG7e8PLLX+RrX3+Z/atXyKqMCEGVvFqy2azZXJwTh4FY4s6syIzNRsacQCDKxhq4nJn7gYPjOUlmuCSIzzx9ZcHq/GOuHB3RhSmKI9WpW2RKVotqc9l2Q04F55V+yLx/8zbr5YahzwwlUtQCGpxzZF+QxrOYdjz3wnP0qzMOjvb5+td/lS989WVzH8xVGCXOdCGYlUFhhBLtPKtgrY0i2VN8QXLBi8XQbW1kf9b1UBTuYRz58MO79sP4YLxKcRSNeHEEJ9ZBa6FUZV6h4nsFUp84vXdJ6BpKUfohVgWUFZJSnfmA3UiudQbXBzFVNRZISZGohYvVitOzS1JRfDdh0k6MgdE1hKYjhJbgW+KgbPqermsYNhtoO4bBDrG6ghdomwnizDB9Op1wsDfn8asHrNcj8/0Djg4WfPqZ6zx6/SqN7xA8sU+M61Punt0mx0LxmWEcGM+XFis16dAcWY0bNChhIhCzeW7jancAiiN4s2D1zqEtLOaBo4N9uq4hxYSUTImZUhIxJ4bR3pRYlFRs6klaVXNaSMWYJBYWUfCqFBy+8Tz9zBP80su/xNHxPpPp3B7ENbPTRDYPdshWdUyNmuuu8n45f5DDnXNhTJmcImjBB9AaoPEwX+PQ80d//E1UWpNcq3GiU/Ul8TlUhz5nSj6NFSsu+Eboh8Qrf/o6L76gtC6xTgl11k3nKsN0WPE3MGC77HW75Bqw8A3VSIwZJwVpIjc/usW900tC2yKuNW55NitTrw0TP0ebhnGMdDMQZ6wSnKJFUCkEItl6/R0a6Urh6ccf4zuvfA/VDbPrV/nlv/8bfP65z9NNGzsP3myQQ1YkRYLPfPD+e7zx1ttcu3bExAUC3mLU0ogtoy3mz0vAlZHGOQbmDMXTuAaRxJgyQVv23IKnbzyFV/PUkZLAFQodqqMtPXWBlh7xDZnC7dNzlssl46AM0RoEJVs4sngQQTTzxS98hX/4D/9T0EjbNoRuZkIdLFdSzaMB669rNLkEs4VOWDaDVn43untAZTPormlHP3uSfCgKdxxHNmtjURhWBlIKgcYSWJwVh5iUrImspaYgV0l8UdbjiMQI1dGuqNutwLRyk7d+39sOZLccq9stL1uZe/UxqLzhMWfcEHEELLld8CKE4JjMZ/RpSqp85lQSOtbA4NYTaixXqeGlTgpNI8ynU44PZrz0mafYOzjg6HjB4eEezglBCqHrmO91aEqslytizKwveyKRfnWOm01xE2VYj6SmEILDBUerDYjSYNxsVInJurGmCYh3Vc7bMps1BkZotrzJ0dSnKWfGZJ2vjaWenBXfOVIpDEOkgDEBvG32vQgRZbGY88ijV+lmAe/Dzo1uF8Mkf+Yw1g9kR/erD4Sdf3cx5soYM/0YWW1GhvUa1FKCVNUK+UN8bTZr1mMkpGDRbd5+3pA9aMB5EB2RLGwjhKHgq8cFksnR89qrHyAlsY497AhrtqNVVypMYf+e1eEqPTORKVJoZIILnpQTQQoiA5vzjEqmT2PNCu0Qp7RAHiKdBJ56/FnuXix56uAIU7aOSA71HmzN+6SGbmhRJGRKVp5/8jr73ZSv/8e/xgsvfYbp3OTq3o2VTx3wBbNBbqFxHWkorC8T5apjkEAWpThFfUsePK70Jv0XZ6yP6tjXykDOvc0aqqhXfOg42DP6HmTEJ2LJhnNLtExXevADlGiTZB6JMbKOaWcb7V1Hzh7vxXY/Sfjay1+lmTpUOnDBpr5q7aq+NoO69bJXKIoTb35GYmwTW+9sl+2uCswcJUHRkU8yK3koCnfOhZyKcVn9FmdtrDh6M5qPKdn4XrZp4NsCpNWKtOwWcyLO6Hpg7TY7ygRbpdmWFVEfhTgnOO8Q59CypUM5fBPwDxgDqRpmaUkjgdB4uuk+6+EuixjY9J7FrKkFKJl9JIWSTZUI1UrVFabTlv2jGXtHxxwdHtA2nnEca5HLlJIZhiXnq0uGfuTs9Jx+LJxdLHF9zzjCMA54vMEgw2CsAgrTifmuhMZbKK9zTNrGzPSrdaQX45GmHE3UsvNb8RYWXCmPTRPQojZKJ6OA5ZKNk5Pt/ShJQTxNFzg+PsQ5txvWP+naFuycLVQiJaPL5WzdvxYLHd6s1iyXKy4uN5yfX6Il0jbuPsPkIb5iH83ZJKt99iXjUkPjO5p5xjeZMSXGdUu1CkTxbOPGsth7UYpNkkUxpzmHLbXEvEZEHJLMX0dqXkcJprAMWpj7OZ33lOwoHvIoxNiwhVPNt9Ae0q51lq5UMs899xwfvPkjnno622OlugfeD7RVVFJlSdh/S6kwaRK/9qtf41Nf+irZD9UgLu3EU6LFoB7WOM0s+4H1eM5Y7lHaGzRdQ45r+rTBqcPphPVwTutNr9CJN4aHejuDNRRBywCSePTqomoxnNlflAKhGLdaPNskIGjx2pKycnI2sO4jlGQ2F9rYZ1GX9S7B7PCQR568AS4jUnc5YCrMCn0ppjSuz12crzJ3LSip2nlU+uGoaKlnuQhlyJwszxk/YZJ8KAr31n1PBELwNM7jncN7wVeVXdmaRgGu+DpqUL12QcUkG6pGHXNsiwI7IY7dEPY26w7vtjG97YyN4p0jaiZFw9GdOIKzD9lJwvnWFkqVp+nEs3d8jdN3bpH2MwwjK83moKaFaRNwJPP1KJGSIpqtKM5mc9rpjL3FjMlkYl2zDyjKOA6ICmlMNN5ztlxycbFiGDOXyw2prDi97HEOJs4zm3V4b8u8FCMy9cSYiTEym05oJ2bfKjUgQQpQPGmwP6MUNR+Heni8t4eUQakW4ZRSxokjpmgDZCnE0SYhEU/2wmTSsVjMLO7KPt3d5/zTNMDtZ19IKTKOI5u+p98M9P1AiomkyZqVXFhfrjg9u+DsbMnpyT2GcbD3S5UmPNwgd4mYTqWeuCZ35pG9r/jOfJk7Alk9BWdsNTW9pZRShV4FlaEWnDqZZkfWuJtmtFiwgoUiZjTYBONR0krgU8dEPE3NZNyMikbDtbdcbE0gk0zTdSYUyvDEM0/w+//XN/jKl58AL3hXyE5x2RLUVZ1F9ekIeCQ6vGQGlMefexrY0LiWNAZwyTxWJKIlUlxGdcCXwsVwwod3P+bu6T3yG29RvGe5XsGmEEaPSmY+7Tg4Dlw5FmBOlAuQCY3s2w5LC3kb0j1NjGlFW/bAYW6XxfBqKwYtKt4WldIRh56z00s0bc3tqouabCrt1uPchKPDI/b35hSvSBZCTWYvAEHrg9WZVbXajgZNpJLAJZwkcjFTKSlCLIoUO+8Xm57337nJD978MRfnq595ph6Kwi01caUU829w3jrtpgkEMacx1a2FZ7311To850wQoMWRMcMjqJj2zh2w7r+Vncy6zjLgoG0Ce7MZ8+mEII40ZoY0MkbrQoO3TEYtyYQKku0mqbzu/YMDLqYLM2giMQ7KxvWUtlCSp2vUJoKcTEkZI4IwmbZ08wltE8w2NteHWF2ilFJomgZK4ejoCMSzWQ50XcvFqmfTJxaTBgcczAJd16ICOTU475iGwGU/VNjHjGsUixyTYA+6Mdo0oVvcWqVuv+1dowgpmrIrp8So1jVqUeJYKNnCEsacSQXGFKvlbYWp9P5yeFey9f6/5ZwZx5HlcsnJ6Rm375xwfn5J3w8UxYJqgc1qw72zC07uXHLn7kmdLgqNKItZ94s8rn/py09AZkpaZwuW0EC7l/AThy9TihaG5Ek5ksXMnMR51FkQNBLwEkB6iL6ubi3E+j6/ssbjoZYLKWLFUQUdPV054oXnD9HiSVrwwXN2uSa5dc2vFCBRxp6DawvmBxNaTZyer2lcy40nHuHOxx9zfP0q6rIZqKEUNU+e4hJSIujWQ2YkNZnpXlfTdQRv2MouxEDF+i5hSkC4ttfyzFNnnJ305M3IoAWyMnMti33laG/G3sQziEciiOtwoWNwG0QmeOfqpKhIEWZdg+qASld3YvbnqUQ8Fttmi0eHhoGz0zVj3oB4hBaH4lwklQzOG7+dTDuFEsxJ04uSVQjSQBVElW1jVAf7jLFlnBhUk1QZxkRej8ShTioKF/3Iu+++xWs/fJX3PvqYYex/5pl6KAq3E6kLqGS4D7akDL5izsXsF1MppErhc+opziAA6gdSSiHVNwG9Xyjuw/xbWg51TCoE55l3DYuuZdo24GA1mKf3MNgGeNpN8cEgg0nb0EwCPjzggjdpmR1eY1jfog321XEcDZ/M3l6jlp1qS53Ddy0qWlNqMsUl+jiSt54cMYF31jx5Tzdp2d+b0IZAWDe0wTNrAl0T8AG817oeEmLKu3i0aRtMNFTqjI0xF7wz5V0qGVflwEmNz6o4YhppgmGIMSujGtafs+JdhUeKWqGvN0wSpW1bQttU7HorSa+T0IPLFhG0ZFJKbDYb7p6c8fobb/O9777Oh7duMw4R7x3TrqObTHAiDOvExfkFy8tLUsq03jHzHo3DL/K4/qUvFxzOme+2ZAuQ9XuFZmhwBKKsSKMj6sYW2GKsEhcsgsvlCaoJcQVXvGG+W09sAFf9LhRz4zfzUiTX5bzM+dRzT3DD7ZFyobjI5fkpN9/9gKiRVheIg7QpLA5bHn38sLr+Oe6enBG88synnuDmu29x/OgjQMHnQBELTjDeuCkRS3UexI004pBktMRYw6WLGyFnkhtwGXwONQ4QnJ/wmWc/xRvv3GRcXjILNjzst1MmPhqTSx0LCSbkyoVQGpIfLZbMD+CEoAGCoxFTZ6qPFBxajGrnnRBFSZKZlgVREqwz7310F9VQ4RPruoWASIMrLaOOqGYmc4c2iUzAiQU7Z7X9ZcEgbcuFsfdfyLisjAK3z9f82299mx+/9hbn5/dw4lhM9hA8/XrFyekd1qPBSSU/5FAJYmNeLkrjBN81lUki5JLJKZNiNiXjVn6uZoEozpvFKsmSQ7KzAqSl7gTuF+8HOz/BEZzSBc8keJq6GI0xsV5vLJ18TJXFIiwWc+aTOfvzOc2ko2kbmibUp6xy9dHH+ODVW3gdWSxaUoq0TQDvSNk8j1OxLbodih0OwZhHmmhYbha9v9DLprryTgiiTNqAlEIbWvannrTfoU5wjt17VNSwNXFKViWIR7DX6IuDIDsfbc2JGM1qUirQmdXUmsFbknwqwiZmxpQp2cQ3uTIekooVAs2os0Xk/uE+UFPYkZ+ebh4AT7S6CsY4slptuPXRHV555Yd859/+gH5tnZtzBec98+mUvenMlsaV3+9FCE5oguwSkh7aS4U8mIBGSkuzKLQaaCWYEZn0DL1WqENgK2PHluhOIKk9aNUZTiou40ogiQnbndZOXUs985ZS1Bahd8LB00LJheJBZODD9y9Ypoj4kVg2tOoJjeP5zz1F1wijKqV47t29S3INn33+U/yP3/ouX4kRDbaQzM64za4yIcyIbSSLWixaDqg3gY4jk4gkGSk1LUlFKJIoWOyf4HE6MikDs9mUrjVLiS515mVDMo6GiglUXCK5hHehelhDkFpoaRBaiutRNyB0NgmK2d6KNgTnkOon/u7te6zSmoq74lw27FwsXzWVhDiDLq9deZQuGPfbDOUyZt1YbRzcNgikQWTEl0JCOb3c8D/99j/jlT/8Jj40NBLwdXeJ8zRuihCsGdrmkv6M6+eCgyLypIj8voi8KiI/FJH/on79WET+lYi8Uf9+VL8uIvLfiMibIvI9EfnKzz3XVb3lUYIojXP4nYNfIeVMLIm09Q+xb/QAQ6EaE4mYP0ANPsj1EKvWqCj7bghCcI42eDon9rBwkHPNrNz0DGNkiIXNmFiuB6JmuknLpO3ofKDzgSCG7RUVjq9dw88OWQ2Z9WqFBGHMkX4cdyEDJRs7JnhPaAJNqBPDlhIkghcz1Wq7lmZiNrOhCUwmDV3bMpvOaJuWdtrhG7+DbHxNaQ9NwIdgy5vgzV61cfjWFq8uiyWAVOWjhU4ocRxIKZJTNXcS3flpxHGs1q3m1z3GaNLkmOhjISOs+h6kcO3KEd6HXanefT6VkrWz3VWbomJKLNdrbn54h3fefI9+3Vt3Sam3MtahxYgrmSDQNYGu8TRe8B7Cn2Wq/CWuX8T5tgXZaPe29+xNCm2c4LU127IyslwPxmCvjYD5WARQZ57oAp6Ak4I6KEQsWisj2RSSlm/hqo2I0VFDytxYNhyXYDuiAKvNivMLw6NLcfQ6kMaRg8Pr7E9bVM1hUJww9huyCs30kMdfeIK33r2NZAvGcGoPCsPOMiJqqkQUXyaE0hFyY5J6EhbaMFLBEsCSdsxQaRuAIkjucL5FxDHmSNRosncx/5Wi1kwVdSiNRZGJ302cTswFkVLV0wqFTHTZ9gcScLlFiie6RD8m3rn1IalUJpNkU51KqZmTtvglZYJv+MynX7AFbXa2U6i+Lbk+vLRk+4uRYpweBo28+tqP+eY3vmUwTOnw2tjrUI9XS37SlHDJZP6fdP1FtjoJS7n+HPB14B+JyOeA/wr4PVV9Hvi9+u8A/yEW6fQ8lnL93/68b6BFmTaOaRC6EGwhWbX+puCr3XauGLdW0YHIToyjBVyxzmMn3qmbyW16+3aOcVIIrtB4YbrruKX6CEfimBiTMSeKFsOjkuKdwwVvPOmmtdeu9iG13nPj6U8zFsdqtWG1tvAELYlShLHknWeJwTSWV2fp2bYl92JTRNO0tN2UtmnpmglN0+C8PYltod+Ab8muJbvAmB1j3ioJA+IDRT0+tMYx9ZU6aQZopuR0DvEOCZUpkyEWsZSaGq8Wc2GIiQKVt23sn1IhlRiTpbYXZRhHFrMJR/t7dE3LNpHFivbW8+WnoZNSOdibzcDdu2csL5Y0DqYVBpo0nmnjrUiHQPCeNogV7uBpXCGwY3P+Va+/+fNNwSeBBGGSCFW45QqoJNJlICUFjfaAqygxYsELxSXrUtWSiFTBZW/Fup7rsstaKQgJr9AiCDMenc1pUws+4YJwfntklTZgHpYghRgj3VFr7BVVyPZ6jeoJOM+/9ysv8/q7dzg5PWPsN2bnmhNZ7PWZqMX43xYiXOoyznzWvRZciZYloB3kKegE1Y4kjTEzgiOHgubMGAtjr4wlEcMSvFkoiAuULXEyTfDa4bIDqk+4ekQD6sD51oq7s+W7MpB1g7oBcmHMa05PMwze8PaqGTHIxNz6xLUkhIvLDfvzfa5evY7D48QyOnHF8iLLiNOIL6YzQIwZJi4Rh4EfvfYmqNGc2yz4LDgSXgYCGZex+iWZ+y6kf/71cwu3qt5S1T+p/3wJvAY8Dvwm8Fv1l/0W8J/Uf/5N4J+qXf8GOBSRG5/0PZwIx5MJh/Mpi2lL4x2uFBul84Pyd3bjg9SOu2y5v9m8gEtVH8iuv7YiXiqVQgBfu+xJCEw6T9d6gt+yVzDr0npgjUpnRufGfLG08tCEunG2QlxQHnv8CSYHV1hFpe9HLi6W9L2FA+catmCvpVicWU44KaA95GieHm2gaVuaZoL4Bm0mqGvpo5IlsInKRR8ZoyC+g2bGxTqx2mRicQxjZhwSqWDYpwhO7FBqEVIxfDpX5WkqW6tU7AGIM1w7JYZUWMdk3XUu9leyTjxnpa/GW8vNhknTMmsbhhhZrVaMY18/N7DivS3iWKUh70Q1OWXGYQAS08azaB37E8/+NDCbBGaNY9o62lYqtAVtMA8bEbl/Nv4K1y/kfCMcp0P2Jnsc70OrjoCiIZLGxOUFuGBFSaufu1ZfeStylY2jVCP+qsbbvpXY2c5iv0/UEFA3CEfzKzzzdzrKJCCS8AysLhPFrYmaoQRTxmalnZjU3uGNQ46DpDjvcV45PHyEp154hh/f/Jh7l0tOzk/wznY3UkwYI9pY8SYjDEAETXg1Ob4vDU4DlAbEwjxUzfAtayZ0HoKwGgfMEqdhjMJpf8lqE4i5NZdKt7ZloVRnvzrliQbUGyTocKDB3qIiJqbJpvBEM0kTmgu3T0+QMMFTvcxFEW+u9DiPeLh96x6HiwUTcfTLS1QEjy3mVcwLXchkKdyPu7ZFqWLe/BfLMzrf0ihMVJkWIVTBlcuGgxuDq+B2BkZWzIoAACAASURBVHd//vWXwrhF5Bngy8AfA9cfCFT9CLhe//lx4P0HftsH9Wu3HvgaIvKfYR0Ls8mER/anVkScI6knZnOeS7XDQyxXb9deacVpBVL1sOBB56EHBnXU3mARY5HgHc57msaK9rRrCN7hkj0EhEIXqL/H4cTRBKPDDcNA0zaEEmga43caVK20044nP/Mi3/noNm0fQSOC8dODt3HSlJpbuXZizEIjUxRjmjRNW0dg81NZbXpEC6N6NikyxsRq3eP8QGgaLs6XpPrQSkOk31gAxFgSXQq0wVUOqtT09UzrPLnYZlvEGC9bewFUiKqVviiMY2ZImRiLRWc5b/sGycRsxjk5JQ4PD/Des14N3Ll7xmQ2xfu2ThOTyuapj9EHKZpqWHjXdiy6CchI562rdkLNBnQ0ltpluw/nq1dMqdFwfz087r+p8z2fTbjyaINvC1kEF1uijIx+4OwiEhmQtkAUJCVUAj6bzYMti22xqWhdvjlzlKuOiaV2ulLvE1VHdIWuJK4+1dG1U7IKJUHuB/p+xGdbVnsRvPOwUXCJUaoSM1WTpGhq1qiC5sxLL32Bf/m773Fyfo4ycHJyyXNPPol3xupCTI1cstQGqqCmKzfaILPdjkoTqKFBZC14DZTUsBnsQa5J8MExupEwdqyTMPoBN+nxqcV3g2HZ4hBpzBPEm9goIIi3ByH1ZzKmR0CKLeyLKql3DKuBQjSJumtr8cWwclFWy8w0OA6PFkiC1197g8eeeZzGT+icGUkhDl+wdKFquatqzp1FzP9Ps5lUdcUxAZrsyARSbqu8pKCa6k7f/1QJ+7PXX7hwi8gC+OfAf6mqF/IArqiqKp/U1/85l6r+E+CfAFw7PtSjRUfOmb4EVkkZc66Oc2X7/VEnUHTXRedKETHc+89CI0aJtypxHwv3IoS62AreVwy5ASy9pmjCO1vqmWrTTO4nwbbfGs1mVYrQhgbvAnbSBfGOJ596hncfe4sP3nyVvUlgOhFWqw1tEyxst3g02NLN+8CmTyRZo9pQGrMqFd8yxoExFc7OVmhKxBRZLwf6MbJcLum6jpgS985XCNA0QIomCY+JPkYmbUsbjKMefENMI9kpm9FS24dkGHcAitgy06lQstLHRFLPZhgZMrvFmDgY6xPTec/FcsXx3pxJ43Gq3ProIy6GseLY99cQbQ1VkLq7qI9dFIdzgfn8gL2DR8iXZ7Q+0QVXR0XZ0auKh0a8vZdgeGRW/jp0k3+T5/v6lUO9dhQo2TGOnrEtRFmxvBtZDxkNnhCFdbb32Jdt12ZcbXwtJKog2SZCdfZ5qPlHqyoUj3NG6eyKR5yw2IeSp+DNLO1ieclmHAiutaJWQJIyRMdkdJAhu7pEDzCsNuQ0IjKhSPl/qXvPYNmy677vt/be55zuvvHl9yZiAjADDCKJHCgCBAWRFE0QomWSYjQkkZZpf+En65O+qOwqp3K5yi5JRcWSzKItsxhMUqZIkCJBkMgZM4M0ed68eEN3n7DD8oe1+76hBYAQQcDjUzU17917+917u3evs9Z//QNb+2c4e+k8165d5szuggg89dwhl84sCEHA2Q0XD562CoYMa0YVp+VE8eybKkarqtGUhc9+7vOMq2MQE2pMuWfQJZ3fg7CuRIZMmITMivOLOeoGgmxTvLF31AnJF0tSJ+EUXAm2MZGCK1K79cgzVw5YskS8gs5sIkBtx4Oxrq4/dZX7XnKndcRe+PCHPs7+uX3e8JY3EjprskQUccbl1iJ1EjcRmmhApGMWdlBtwPmKYzskdwQJ4Mzu2ZRTDpc3UONXvr6uwi0iTT3U/1JV/8/64edE5JKqPltHxSv1408Ddz7v4XfUj32tU04bHBo8RGHSgpaNfWpdNjhPU3MeE9ZhW/jmraQWJxuhpFbjvw39bbPLvJWGLc6ENSG0OOeZKpxBLjTOs/ANTaiy9m5G1zS0JptEx0TUkTifWXGq8nkFZvMZr3vzm3nyySe5dnRI45QSA/MmIA7m8xkFT+oHW8eWwva8Q32FDUI0/M0F+ilx88YBeUqMfc84ZQZVhnXP8XrF1nyL42FiihO7WzNyjGSnxFEZkzFAtuYNq7Rm1naklOmnWBk3BniPY2TReqAwxEzjTIU25kwp1TuhFlrF/J1jsQ1+P4wIws5ijmB7hptXj/n0o09y8+ZN1uPIvekuzpfC9vY2Xdfh/UbtaAKHgkOkxXU7NDvnkNLQssIzIpo4Sb0h47HibywbdxKllb7Bjvubfr4RfJoRohXe7CJlUo4PHeJTZcUIXiz/0DxbEsWZ6MPGy0zZuP65zciSKc64ZyJYarlSO2lHO2uYd0bZFM3kUDg6sEQmd2J1DCUJexdm7G4t8MWjJRLJCJ5xOObo+JizZxdMzmT6r/+Ot/Hbv/zrHAyR7cYRyiFfWh6ws73NhbOnaRZVCJOFmFK1V66CORxZPJYbL7hiwcFaWj77iU/w6U89SkqA2jTq1YHLaDdaZ+sceQz0JHTtWXsh+IRvEqLBGFxusOkkN1jGUKJrOigTiYjkQHaO4+sjhwfJLEgA8KZmFI+qMEwjZRhpO2cZkv2EinL5+hX+yb/4JYo2vOFNr2Yxx/YPyeOqzQMqlFKDlQUaD02zi8Mw96yTLXa94rTyE1yqHjNYyPHXuP7Mwi3WevwC8DlV/R+e96lfBX4S+G/q/3/leR//ORH5ReANwOHzRs6veBktrBCaBnFG4cu6wUdBvKmQxHvztM7FQnjV4AzFCrNDKLVKb/pyajDrpmjjBJyz7i+Yy18phRgzUzSptXdC0whd4wg+sJhb4RYtaE5mb5km0jzaKFnqJFCXcOcvXOCtb/9ufvX/+CWu3FyhOx26aBFnI2eYTHAzjSOhEfoxsegDW11gNjOTrTEpR4cjy9Wa5drw8GE9skxKmoxJshwmbhwNiCpTykxTYj4P9CtT000uMesa+tFk8qqOIU4nOwPNiveOcXI0jTPIJThbSBYl1cWw+EAqSk5aU24yw2jy9N3tOaEqn1WV5fGKJx57hsvPXeHK9eu88Q2v5sEH7ufShQvs7Gwzm3VVdi+kBCl5xuSJOoNwFlpPLi2al7i8pCQTEIHHayI4bxmMwVzVkxhT4897fSvOt4lSJrzrcBSkLcSbDSkPEBJBlAkQ8Yb/aiLnZBMmmyBbj6uwUnGRarVtCuJqyG9yekEkg1Nmu6eYhS3jjmsmppH+RjJVbwGXTQQjSdg+t02ztWAaLUhUsu2LMgNXrqy5cLYxHFY8i/YUr379G3n/7/w24XSHTpGFdzz+5LMcHUYuXNyjW7SsxiU5KfOmAa8k9SaW04IXi14bY6EMhU9//BN8/EMfJWo2ep/L5LImuJZh7ZDkONBjJAW8NvSyxKUZ9J7T844b6SZFPFHVghiKM83DzKbr2/fnzOZKdJlGlXU/cOXKiijZSA20JKEyXwqTE6SJHN/I3H3HedJ4TKCjJTPFiadvHvC//K+/wOHRu/mu7/5L7G0t8FTHwSrG0ZOwFmfL26kF2SLiiaKUMCGScZJRNfomGLe/Mtu/6pH6ejrutwA/DnxKRD5eP/Z364H+JRF5L/A48Nfr534D+F7gC8Aa+Ok/6xvkUhhSphFPX2A9RaaN77JU1xzqMrJaV2p10wLzAfDi7G6lRsvxFQ8PcMJAkfoQY1h4xAfU+RPa3zhN5JRoXFO5ouZHpijOgQtNVb4VpiEz9iPTGM1DJdniw/B4ePW3vZInn3iKP/q9f1sjizxtAB97clJjFfjA8WDk/UXXsN0FutaWHf1YWK0i63HkaG0+FdOQGKONym3w5CEzjolxyvimsj60ME5mwhUaz9FqpOC5eTyCdwz9gPdC4wPHy5Gm8Wx1DjeZ89msmALSTLMUccGCEqJxVQVHHCMpRrquZd621ezIPKFzUaY+sl4PfORDn+Xg4Ih13/PKlyduv3gR3duhbWdo8YxjZt0rByvHzXXHIHsW6JAsoUVRyz9MljvUVl9uY8+YGZdgNgnfwPVNP9+qhcJEoTWIL2YOb4L4bDd8Z2/uTeelAevKSgIm0JZQyZEJU/MVESSGE/aBFjGaXWWXigbCfE7wW+RSSF44vFa4uZrw3vYCm/Rz7wKUie2tOccaObh6zMw3JEBEuXHzADTji0ey4Fzhzrvu5+WvPeKzH/xD9rfnHI0rOgpPPPMYTzztwSeQgPMdsXXcf/ftnNnfJRUIQXCacVpYXT/g45/5Eh/80AcRmRnUUhQJjoaOmAp9jkwrZSAiU0KcLUKdThzrMSUWBl3ZDqQsKH7E5Rnr3JPTyMLv8sT0HLSFnbahyZ7D5YrlqGjIpnYk4XxBJZykCq0OJvBCO/eQk7k7SiAOdmO7uTzmn/7j/40rl6/wnh/6q1zYP2UCKBGCdkarDJZDO2Z49mpPdvu4DKNIFQ8eglue7CmCensd5Rv041bVP+SkRP5713d9ha9X4D//s/7dP/WYogzJaD/LlFiOZtZfKgPBvP2KKZ+el7ZuqncbnV2N6XJ4fCm24FO7f/lNYZFAqdAJzrrzPhdKVjO4GQZTYAZjXZQC5EQYE908sLW9w2K+RSme1bK3LncwDmzKqXI4DWP3Ad75ru/k2vXrPPKJT4Dz7Cwa2pAZx8mmC3GspsQ0RNpmYGdmAQQuNPRjYrU0bu96jIzDRKpdasbgitQbfey4j4Rkk4JFUAXGlPEKU+7xTcN6zIgv9IOZ52zNMJx8HEihoZRcLTILYwLvw4mZlmrBb5az00jKibZtmLUNbX3+SzGO+jBNJu/XzNhnHv3sY8RoN0R9Rea2chvzBSgtyz5x7XDi6euJ524WRu1Qv2UdpBiGiwiJnpITEUc1HSDnRCMRL4JUauaf5/pWnO9SQMWRXGIKaw6uRNZpsgU0zkRXVBqgOnJpEBFSSQTXnkyM1nVXaESV4sVYSaUQzJyHUs2pPIG2C0BgdJmoE89dv8Eox7SacXlGlgkwYck4HHL7HXfx8gdfzuce+STv/4OPUIbMLBUOD24axz80eG9WDM4FHnzpq7l+7SpPfOmzbAVlqhBH7AdGDmnkDENcsSTzxGNXePlL7+GuS+doZjN84/n0Zx7lox/7Ek8+fY1SWuMyS6H4hjIKYzEjuSkHJlZkLSy0QbPhx8kVytADLVk9yUX2WseBLDmlDtcC2TPlVfX9UfODESFpQcWj2aMaTqb2ognVzGpM5LEQWk8AnGsqf95Rkk2rAvSS+LVf+zdcv3GVn/ypH+O2Mxdog5AUMo4GmLznsacOeOzpy6Qyx6kjOUdyghF8JxI9IplGLAHUf+3d5AtDOakoqymjUljFzHqwNz/ObC2zGvMhV1n7hv7kqhmVE6md8CYzxWASS6wwXrcd6mJlvAgxFYZoEUZZC/0YGcdEEJhEIJrNq4rCENkWT7e1ze7eGcQ1dIueGAdyUmJMpJROnO02UMTe3jY/+J7v51cQvviZT5JzZmduS8kxFlK04k9WlpNFK03HPS40rIdCwBFzNCOnqOADB+t1tZr0Jt8XJZWCV09M5tXixZLnfRMIISB9ZDUONE1rb9IxEpwwax3eO3Kx1yBqqZOMBQOXgqV+IxYwMU2UlGm8ecR4hcZXWhoKJTOMppzTYoc7lcIXH30azR8EdUzRsbeXcc2c1eB47LkVjz55kys3VqSYQRtwc8NBiqBNSypLipoIKFPqRFCYicO7jGj6/+zsfj2XqrDOgB9sRD/KpGZCMhRpEKbqbc2J/7OTjoaWRjvDSakqRRWKepRowpDsjf1UY+McQsaRRWhdYK2Z2E4cPnvM4fGA+GJpRVKTViRQAqRe2Tt7ntOn93nbW76LbnEbv/lbv0nKIL2pG8ml+ntUqqI0vOkN34EW4dFPfoSt+QyXCo0UcmwoOpHcxEwzHvj8577IU088yemz+1y70fPhD38Gs11IUAJeW4oL9PmQnFoaZxF9WVuSrmlLR5aC14KoMKSJIDOGdY9r7P0aO2Me9e0xM3YJ6pmmnmnWktOAloAEj7kMeYQ53rXmYZJ7s54YC+REKUZDpdjkL/YycNxHXOspQyH1BZkJH3j/R/BNy3t/+ic5c+oUoXG00pBw3BgGfvVXf5/V2BPYItOg0uK0NU2GCokDnAo5tzTiCK6pnf9Xvl4ghVsYq5HROhp2arTrUmXOFkg71VxDTpaNhgNtKHalcq2tv64bXqxJdxs6mtbOMCYYhNQY3hervD2JoCnXRHQzYkp+YC9nfNsx396h6WY08xlD3+O8Mk0TcUrkaPL8Uqrk2zsu3Xaev/bX380v/2v45Ac/zB1ndwwOUUCV7fmc4JWj5ZKUMkfHA2PqmabC1taCKWXSmHDOsVwtWfUDIDif8eKYUsI5YZqsUE8xMwueqWR0TLjoaEPDECMiri5cA048WW0Dv3FBi6p4Z7aeWY3+l1NmGEfz5S6Z4Dxd11C0MG8aGu9twqgT0PbWFrNZR98XNl4lecp8+QtP4fwH6Qfh4m0r2sVpjqcZjz458vSTB4z9ZG8lATTg3BbqPbnpyNqSGclxZMo9Y4kMRVg46KTQvNALN3A8Gd3rxvXMUB37ijOVnRcoOaAMqMu18TBTppIxKKVks1H1yfy3s22xijPo0HsPG7GTM7eSVV7TS0e/Gnnu8sp8p7OdSw0DpXgKHpwQS4u0DhcCWeF13/5qCsKHP/J+rj93Be+Nt+9yAWlQbEEsvuGNb3oTaZz4xMc/yP68Yy4NpdS0F420aUHwPXGIXL16xBcee5rr15ZI8Yj3uJzRbEvXJddJZaQR42BHMsVFQt40Z5UeqYHsVqhOqGshOYbjxKlzidnUUdSeUycjoXEGvwUxYZGaclgFXHZkGcn0UJT1GiNJFLPOOHd6x2iE3tTZSUptfiY8DhdsCamh5QN/8GHO7J/jPe95N3vbc/DK6Bzve98n+MwnH0ZcQy7RIFxtILd4tlFJiFNKjqjP9BlC+v9BAg5Y0krMxfBM3XB9rYDEVGOyasK3q6wQy2zLNeHGrGFzlXAXrDMwZZj1KyYrNeJfSUI/ZnKxNUDB+MIIFBFixZwyDo2Zfipk5+m2tpjN5oSmxfxQJ+I0Vax5ZJbnJ8ITEbOmPX/hNO/+oe/n8pUrfPELX+LS6T225oE2NMQYaVsTryzXiZQL42h0vtUQwdnPp7kY7c05S6xRW84aXg5jScyZma/zNFHA3AoF8zCpJlPet6Q8WICxYrzsUkyk4711a2Q7pDGS1BRxzpnxl/cBLVV23ooFxDrzM8fBa179Ul71+tfy9FOX+dzDj3D58hXGYSTGxOcfeZxpctx5zzHz/duYyi5XriXG9XTiiJjAeNrOIWGOOxFp9CQ8jIa955zITpkczF/ghbsorNaJlEaWA0AVlTkBP1AkkUpDYkQkEghIXT4qikhCXSKTyGrxKRoyJEEpNVDZ1SgxSGre8gfrkfm1JUdXR/ppoyEI5I260BlMoy4Q2pbj5UhUZ9BBUV7z4AO0vvDJT3+Km4fX2FrskZ2FlUgxXw5xwszNeNtb38qzV5/h6ce/SENgi8SiaUgpEkoVYCk04mh8w3xrwWo1McVYSQWRhKDFwpOzDkjest89R1Qik4w0eZvJHYMuUByREdVETDO6C5mSBnzaJbXXcINRGFU9pSmIdpQahuJcRsuMoonibDfki7eIRIE4CLMO9maekgLqJ2t2gLe/5TUc9ANPPvUMV65dI081hUmUX/7l3+TqtRXv+r6/wv7p8zz8yFP8+q/8VjVlM1gqa8arp0gLedteaIHCSNYVuEwsUhONvvL1gijcCsRSiMWUTDYU3pJFb+xGN0EJFXnlJLFQTZqbKr5cm9n6ZGyGzFuGRy5LNXUvmJmRqcRUbFz1ztgk7WxG23U0sxk7e2cJ7ZxmNmO2WOBDsEkgUbMqLRIqp40s31gsCjgnnD9/lh/+0R/iv/77/z1PXzvg3P4250/t4hthOYxstS1+VOatCVyGCWKeiJPx0VNMqJjFrNMqTorJ7HmKLej6dV+7rQ1PuuClxYlnPm9ogifnQtt0J77fzhvDJqds1gKUathTDb6KjdbO2/eIaSK4QBeChVxgI6qIQ3Pmyce/yNbuLvfdfRtvfP0Ps1xF3v8nH+bDH/wgceh57EuPcfM4s3NqibRncc0WTTuzzssJMVcebGUEeWb2m6jiNRFzQKO9Xt61Riubpm/9of0PuFQLwzgyDomUJwomxDCmthK1x15mi+cqKgRb2NjSWxUpgSSTwRWlQX2LSDGjJ638gyrrNtFLx/Iw8uywxBUzeCJ5i3sTpRTbTXRNAFokNAxDZCw1vUkFaQr333WJ69ef5FMfe5g3vfE15GwpMG1WcpXhC4Jv5nz/D/wg//gf/QKXn3gcVxz3334KkQVJMy7OCQKhSywU+jhyPNl7NmvCeYisDO4phtJnGc0gKoNqVf9qJGep0Jlxs30IdKeEhbdEpOhGQjZthnPBfLhzNW6qdMtSTPCfXKSU2uwlJThHihN9VO66fYciidxAUKAIQ+p56uozPPjgA7z1ba/n4HDi8w8/ysc+9nEOj48IIfG7v/27/NEffoydxUXW6nHzLRrXVtZZRNpYpwZgdJBnppPwPUgAVubr/Y3yuL8V14aeZnoZS2nf8BmlantFhBN6o9pSM0u1My1mLFW0PiFscimpxJo6eGjNc9NCLibzbjRwkjZC7STUaGaLxRb7p89x8dztnD51jm6+zWJ7l5wjTdOSs3Fi27bF01rytt5STpmLmXXfd915J6951St4/+9/AO8c827GfGap61oKY0644Njfn5MU5kA/RtbDVJN/zI9Ci0nwvYBzSnAB7z2lTiSND3hvHbJqoQsNWpOEEGHetlAsI9Ke2UzKkbbtIBekmIS/ZINogjcaV8427XinhIAZIbnmRFgzxcL1J56lmV1nHDO+2ebOu+/lZ/72e3nggQf5l//snzEMPQdXLzONnvkp4cy5ljP7O+wt5nTzFpwnJuinQj8U+iESY6ENhdREZAZt07JoTVad+iPG4+vfyqP6H3ypQhqVSSszpyiSG+N0ixLVrBQcLZJjbUgcUmxDpUnIsvFoD/X/YKOk7XVU1JwEsVzDIhNOoe8zvhHEJcO/s7sVLkzH9vYMCQsa7dieX0SYobQm426Vdi/xyte8mqNV5Mq1FWfO7iHBBGfeMEmKBxc8e80eL3n1K3j2icfp48CN5cjpnW2iToASNBFlycKfxu+PNPPC4UHDles3QRylTUh2aBJcadAyoM7j1RFKhyMSfU/JW2h0dCGztQVuq9CUBiEYVq2RpuyQ/WQtm2vI0oMkJHZVhepM5JTVzNfMfYqkEZmU+QJ25guc2nQj2aNScGXi2tNX+f1nniW9eeK+l76cH/i+H+A73/4u/vd/9Ys8/OWHmXcdoVPW7pCiW8zCNqVXZu2crUWD5ACxYcrCpJFYRmsss6+smhbnzTPxq10vjMK9wafF8OsgBoXgHYqQVUiixoetHXXKNkb6SpbXDTdZtUZwPU93VAnxmz/b6lKRSv4vkqvIx/5Th31sGAlNz2zoidHG/ZyMb9vNAt41tuihEBoBacgZpqkQmoKQKY25rBmS33DvvffwyY9+nPWq53BrJOZA8JBDoLiWmTnFsrereIWbVf7dt5aR571Q4zMpBVpvkIfzjh7HVBKztkUVWu9RZ18jTk6wf+u6rasyTYTimgClEGuXbeMckE3ynBM0XtjqmhN6qcfXm0FBxDOlxGrV04kgLjCsJ4oKbdfxvd/zLh559PP8/vt+B40Dw3DMdl6zvy1cOjPjzOlddrY6QvC2a0ieIRf6URlzpEyJMq2RMtCETCPK1PccH7bc8C/0jltJWo38oxUKcIZtV09nycHIfhpr2spknSo2EalEE5SJM7ikLujsBTTogiIQKs4tSvYR0UCJ4IIpBqUmuYjPjBO4dWT3lGNBh3Mg3gqYZo9Kg4Yddk/N2dlVpiSMkzIPzkJ+TQGFFF/zWgsvued+/ni+g/NLDg8ntrctbMFLMM50BpdaOjnNufmaszPP1mLi6Ljl6tVrtMGgv9Bgds2qtPX5Em2ZdKQkaBaZZoa9/6XBp22jIBahhCVKqGKWWxoOlxdme0tvuwQVxLUW5abmXphTIuSWS6cbczJ0c8ztxOHElM2alTiOND5w/fJlXnLX/Vy483Z+5m/+LH/vv/37rI+PGaI5IXqZMfOeh779Rbz6dS+jm8FqPbBejQxjZEiRISaGFMlTJA9rmlxoFy0f/8T7vuqZekEUbgWmKr8Go/g1fkNeT8QMTlKFQIyzqtk67I0EviImtiioCwzdQAbKrT9zq4YrdvjLZommxRy7vG2uVUu1hgXfNLTdjK5b4L1nPp9XiMZUbqmY33ZSM2iapshsNqOthlRSvcXPX7jEhXOnucp11v2KNuxQ1OFcYtHNSDlRUiH4Bs2ZRWiYSiTMAuICbdvQ97F6eXj6MdI2/oTJ4pKwPWuJueA2nt+UE1Wed56S7UaVVC3BI0dUhJxifQ0M9ojFZPCCjcdNCKjYv9UEXw2sLARVS2GaEn2cWDSnEN9RcGxv7bK7t48Ab33b2/ijP/gDchzQ2DPrChdOddxxfpuzZ7bZ3poRvKeoI29Cn7OYr0SMlLiLarTVQpxYLQ+50WbyuPxWHtc/x6VMjGZwhEecUfichmoBYF7RyRmt1FJKR6RERLWKcgqlWJOSRfFFKD7j1BZp+MrCQiwwvEB2Cd+MSHGGhTtHcVNlUwg+RJaTEg+OYMtz9epVUnyQJpR6XjF7VwLqoW0Dw5BoOmXmTD5efPUcqfS1Oy/dzu7pcywPzFRtSMc4B8kl2jyjS2dJzUBJDo0tosqZ2Zydbot0c8WpvZbsBnITcdM2ooYdh9yRvTUFFEW0s45aseixEIGClBZfWgojnrlBpVnNDItIdgkpVNrlaLarZrSImwRfPKUkutmOFUeNtYs3aftqqJRk6VDfcHy0pFt0zEPLXffdydve+lZ+/f/6VQRTD1b+BAAAIABJREFUoDYSedFtp3jnO7+NrjMfonN7u7jiUbVgFXEd0tik7khVJQv//J/+g696ol4QhbuoMk2Gr4o4nCuoRV8D1c9gQyXBGzMEKFmIxQJHT8AQmyitTG+67tqM/PuIUTXSwQKHjTJIVUdmYnIMMdFPE+tpYD0MLPuew+Xt7O/vM+tq5NMmEsxBCI5u1rBYzFhsb7E1XzCbt7RtW/mvHWfOnOLw5g1CaAx3qz+HufYJwQXGnBmj8aXNKMz454uuRRO0naWktOpovUdcQ8qFpvH40DDv7OY1pmTeCHWpq1qNoWKmUGgbZ6yUnA0nnyacqKV5OKF5Hk5PnWbmncM78JWhAkYfXA49U0w0bYsPLbPFFmcvnMcHTy6Zu190Fzt7u9y4PuIkszWDnUVgf7dhf6dlsTBVJaYvrGrUqqTNHkprZDfvSOPErIUSew6uzb/ZR/QbugpKjpXnT8aVbIUnCFIKXQkWXKDm22JmTJ5p2EyBSsk2PRHsdUCs05Uq/VcMkrOoM6tErTZ111OqAM2aEU4YUxHnFsQ4ceXGVX73d97Hnbdf5N777gN1xqSQGgCBIhm6EEiriRha4xq7Sr0tkMXhfcvdd13k4euXWey3xl4RR5M7lMKEecKrZrLrCTKHqQM3kl0hlckgj+ihzFAZKGTzLi8J57wJ80pLUwJZJmNl4ECSLfMVkkKhRzDPa5vAy61s2uJxubHHVl+aTGZaRbZ3G5uYxZa0QTwJKOo4PDyiz8LZC+c5uLnk9OlT7O6eN7fQ4Hn9a1/Db/32b5h4LRdmbeHUhS1mi5mFX4hHYzaxGuaCqhQkGVtMQkPrG9RNNs1+lesFUbi1KGM0ZoBz1Va9GD97KtnELVoQ3ImZC9gb2rpent9PbxK6zHca+YpPwOZDKlqDWTdF3j4jah15zoVcjDFyfHzEs5ef4uyZi1y4eJG9vT1m3abz3ti+FpwX2rbh1JnTnD97jrP7p5nvbNGGQJGGF91zL4fXrpJzpmna2rVnhtHCXnNNvWmazjB0J+AaE1s4ITTelpAp0QZf8UpYLGYoheACm9/IXNCEpgukKdlzOpnCTjQRXEfMRt0bY0SwIIuidiNpnDNzSSd03tG1gS442jaYYlGpas2Jfj0Y20OVbmuL+178Ynb29gy/1MhiMWP/1D7Xr11FpNA5aFzBi3HPZXMTc5bXLWJvwiJQGgd4RCzAInohxq4m9fxF2Ex98y6ty+QixcIHqvmRqUAnUipkl3AECpZ4ox68UrWNDmnNac+CB4z/HVSqPYTQeHPhwRlMqLbRtUJRi5Ylu2yMjyp0li32y7UzHnvqi/zP//Af8bZ3vJVXPfRSzl04S9ME2jq5pQHGmz2r5RFTUZrQcdu5fS6ePWUeNM6YS69//ev48me/hHcDTjtEJ0ujL+bUl+sOhexITBaUUENAippkX1xDcUvszeVJYbTuXxfVvwTQQEBIcmT8/+JBYt1h5QqRqHW3PiAamYgWYIDYoIJniI4hR/I6s7M75467tmiKh016VBGaRlkeJmIW6AKz2ZyDG2ve8V3vIjRzSrDl+V33XOD07imODlZGrw3gnSIxot6WZ14VlXxSmyzZx2wLGgHRBs0Nm3D0r3S9MAo3ELPxRTD/caIbanRZIZVsd1nq0lI2NCmpYwsnUEndv9VLTpglJx+pn3ObDl42C55bGPhGwiNoLeB2c5mGkRvjyNHNmzz99GNs7+zSdR2CBfHmktFijJembbnjjju4/777SHcm9vM+ITT0w5okDefOnaJfLXEu4JyxXG4c9qSSWMwbS34RR5kUh7klmmrL/MSVQggehzOz++AIIjhv/XuaMm3jycX42rMQ6HOu7ofYDVACU50uLLDCuvKkBe8cbdswb20q8M4TgtEbZ11L8K4ugy2l/fhoaTz2bKk2d959N/e++MWE0Bj8MyUkRu46fYrHS8UKiZQSKSmS4sigmeJM0ONrCpJzhs/jXKWAbnLXavRZmpjG9Tf5hH5jl6oFUYhkskIZxEIBciHHQskO53ON/srgNwpJK8ZKtuKrGXw9s2rdcCHXKUWqoyBG0aRQsHgt20O46opXY7XchpNlHXOcRtomcPO5p/ilf/Gv+LX5nEu3vYgz58/SeMc0Dhwe3eD48CY5Z0IQdrb3uO2uu3nTG1/H29/0JpoAk2a2ds9y94vv4+lHH6HzAS9ttVKNrOQmjd/G5YbsgGwhJDePIhKgNFYDqE2QtR9q50QcXiySDC0mqCvektrVPMpVoGjESak3DSH7CVRJTmsObCK7AhH6FUgInF4E5pc8W/stQT2OzhKiiCAezY6nrhwyazucK/T9xOtf93IeeMVDxtjB4wW2trfYmc1YuWOzwnUJIRNThJLAOSZf0IwtVJ1HQgA8TqqCk4Lo17ZxeMEU7oJh045iTmY1zmtD61OVEztIsC4MqKNRlQw7O4iOP01etzuvPO/PnBTok0JduzugKpaMQli3P0bYrz9sLIlpecwwjjRNg/d1ZC0VFy+FWTdnf+80637N8fLIHGYR+mlk6DMXzp5iFZTDfqTtAqJCs+6ZOzPfiVNhTInWBTRPdK1jikbVm89acrYFFd6mk6L5ZEopmu1NrpVemDMOMzMq4sgSa36k3dJy9ViRKgNORcglsd11uKAE39A5j/Pgg8lxrVPwBpEcrVj1EwkrDHfcfTeve/3rWCwWKGpY53LJ0dWr3KGwBaxzZhoHhmHNNK4Zx5YpelsDqdlzbiAy58D5gG9mtN3MuOc1zmwaR6bhq6dhvxAuRYnFnO6EbClGUS17R6iufwrqDO/U+ubdjPVVxI43+wZFqv+NmYSJejy28zmBFbFpqFC1C05rormhIBu3PoMIDW6JqeDFMQseSs9Tz32Gpw8DbnT4zvx9QnR4cWSFaRoYpmM+9omPsX/qFA++/D4kC+s+c+n2C8QbTxPTClFHwzbLfAhpTo4zolQ749yRii09u3ZGliWCM54zQlO8FW4y2VmSjpNCZrQmj4ZQ5oj66qtjAcLqJlvyigU5lKrvUCBSiP3ENETOnd7m9js7WjqiQsngi2VYimTzRFfhyvWlMXWkRRQu3H6J7373X8E15jTokuIboSwn2imiOlG8I1VWW84F9YUSY0WuPFmTGYJpRLxNR0IgM+dEpvlVrhdE4QY7TBRjkaim54lYsBdl0wVvum2eD3ds3ABBcMaykFtLSGqx9rVAb/5+UrjFutRN5y11mVmwRBGe/70qPAOQUrLOr8ZqOTNBAS21k/YM/cjNgwPWfc+oheUQGYty4eKCswyoGE8dES6d22ccLPYotpluMm+S4OxlKlVll5OFplpHXZgqVCOl1KVeNsXnkGhDQ86JlJSUskWUTZGYzbA9eE/rHbHY0hEU7z272wu2umBFwtko7lFCqAnuUpimyNFyzaofjFvvPK99w5v5sZ/8m+yfOmsvVsqkKfHs44/zqT/8A9ITjzFHOciZoR9YL49ZLo/oupbg/UkYsImXXL0pmndKizdoCSjZItaGYc3Ur75p5/Iv5FJB8BSHWXmqgmSyT0j9XUWNnubEYUlMDocV0k1Un4iFFdhKRw3TpcEAlUJN6CSokPTkHWNnuOiJARLYj6BUqJAI6msSvYBmHAWyg6E2PVOw5kSN1iga6bptypRZHa/5nd/7Qx579mm2fOHg4CbbUrj7Ree5fPkZ20u4wlY+z+TWeG0ZpkiMc2KfOOoTg0tkWZMzCBZ2ECrFUcnGAnHZlI9+QjGLVVcEsqeI4ouFcheNRHds8FNxSFmYL4lmE94dGFPqnrtPceb0nJQcybVIiTSVTmzRI0IW4fDGmuP1Etd4xpS47a77+LGf+mm2FztkDeYK6AtPPfkl/vhf/xr+4BpujEjn0AxXjy6juiZGEyB5pir46wBHEFfpnQ58RHTLzO3kLygB55t3iWFuYiY7xoPexJW5TbU+Kaab4N+TMJzNMvL5XfUGBaFaV9Y7mMNuEq52+M+/qW368s2Rt8u2nbfisbQ+ruZdplTDSMFVe1HvPW3TkqbE4cEBMU4gcDxNrIvyjnd8F/edLzz3yEfYTzOmZNmOOQulZGaNp22g64QcTfk4DeZUlpOJhrJmpopxJlMToAUrzqXe8ZwwxukkyT1lZUrGi591Zh1pS0dTjSUtzLrA1mLGvPN41yBIdS4z3N15Z1NHihwte/pxIqmSFR76tm/np//23+H8xYsm6qlwxvHNG3zqjz/AlY98hO2jI87PZjwXJ9bDmn49MgwD4ziSvCdGE0Q45wxfrQEMqiAp0mYLqU0pkaeJab0iD/0383B+45dYacWlE1tiXLJwg+LRGjaLmCOlOqjUh2pEheGHxVWBVe2pDciGqpoU8UZ3c+CKmVAZjJdqQyJ1t1HfT4ItrVXre6+m19BY05NtcivO2X7FcmUIKkQ8ThvS4cDURw4ObvL4lz+NeGFvf5v/9L0/wcEjH2T/9DY+9+ATDQW6Bu8g5H2Kg1jP7Oe/cJXPfz4SChQShckS2wmojCBqnbQqWSZcKcZMqQnrWTIlm0hJRfG5gWT+2kpCZaJfQlwWdvdbXvyqC7jYoFNDoMKcMmCRajZNasks1yOrYUCahgbh3J338bM///OcP3eBLMZ88wLHN2/yy7/wT1h+5lH2RZgNiSEUvCRuXFsh2QylRBylWEgEwdyTrLQ4ijP+unEw0tfMUn2BFO5NSS0GU8j/Kymldge5Fk8bp7XifLe+DG4VaARc/aTbWCTK5rsYbLGht2v9+k3fXioqbn4it4q72Bef4N+b+zKlIDlTNt2hCyDKenVE0cjh0SH90HM8Tbzje7+Hv/au7+S5hz+AeM/2VkucMrPgCG3LfOaYhkJbkzwsj3Fi8sKqL0RR80WZEgmbAApq/PJi1MUNb7wkYzRsBEkU0JLMeArwblPArSvrupZuZrFmrqqQpNQuUYxOlstEjsrxamA9RmLKqDoefNWr+cm/9bOcu3gRcR5FKNnk909//lFuPvMMs4Mj2nHktq1tvjhN9OPEeljRDyv6YZsmBGKMxGw0zbZrydkwXO9ts+/EE8UxjiPr1YrV8RL9C4ou+2Zdqtii0DsKyWZnsd9RssWSgU03SrTppdbkrFhAggheTDKlFXPdEOpdg42Y2Yp4KRYwIgoqphZUNZVjzsVCKLDGZ7Mz2ATjUmxx7UqNu0tVmFbM9B+nSHE2eWm2+Lt+IpEobYam5Ud/5G/w0Ivu5v/+kw8Q5i0NBR+UILuoZIoe2VQVPU2dE17+kgt4yXz8k0/RtZNBHShCi7pitEfzxTRnvlKbCibUqa1wpRjLJcM0GjOHYo6AGj2LxnHmFQ0721vktTkompVuj4rFl3mHqVSL0udIyhFpHZI8l+6+h5/6Oz/HxYuXiKmK+5yx4f7kff+Opx7+ImdH6HLitq1tjoYjWBRWh4f0aTSr6WDslKgTpGw1xXemaNVsDDBRY5K90JeTBstZKd3EM5n4piZpKHVxoxu23wlsYstIuQVpnNi71o+zqb0nAvnNd6ywifXxm15bT8qybhr9k0do/Tc3ASQb9y67qRS82k3COUfOidV6yTQNZJTjfslrXv9G/rMf/xEkrunH0dIyckJa+/3TNDFvPC3OqIPeUoEsZi3inDL0I6MWHA1TShQttmitqlPjntbR2ln4aRErvtIFullD1za0wRG8o/EC3kRCJSt99YQpzuNdDVeWYpQ+Nf/vacxMk3XGxQVe9prX8iM/9TOcuXibZWtS5fIpcnT9Bl969BG2VyMyTEhRLmjhru0tnhkGVqtjlquera01pW1IlT/u1OGDME32HFvhFigeAcZ1z/J4RU6FvXPnv2ln8y/qyqWgEzi/8ZMPtlNwSpICOULJdia1TnPen0xzkisPW7wtrlylU4na39WoeVmMmSSKCXuQatQvqGQr/Gjth2wbZAHDGSliS77ESW6i9TxWIkspNg5USulKezTZbqSEgkblvT/x47zhda/lmUc/Q1KhyYq61vQSjEiZQVmQiWgRQukQCjkmHrjnDDeuHnD5SkRDoGgkuzUeU6UlTTgVfA6V618QZ/z2MjlSAnWBPGXCzHNqv6VT2wPMdxr8rGNKDo0TyMigdtNwkvE0hLSHSmIqkzWJJVHE1Ix33P9i3vtf/Byn989SMkbbdIWAcnj1Bh/5/X/HnpuxHQ/o8Nw2W/DIjSX5dOb60Q1Ww5qd7V2yOCiWTZmLGb+a56VpLAiRpIOpml/47oCc4M6iWHac2p0HihlQbbaU9dBtDDBd9Rjxwp/Co6V2HJUIVTuQE94J9UP1+1do5Hndu1R4RG59EdYEbZaV/Kl/Q8ygxL5ezGlPBLa3F5w/d5677rmbH/uxH2Fv1vDklx/j+HhFO2sY0wDFIIum9UxTxHs1BSHGIPEuIGJdsKsQkgsFN1kSkDhPKhCnYi5yzpZHTeMIQVAfCE4oGXJRgivMOiG0zQk7I2VhmgolZ8vYbAOiyd7oquSUGOPEOCViNIMrCZ43/aV38n3v+VH2z5zB1aKtpZCnyLhe8ewXHmG4fIXZs5fRYWASaPsld27vcnkcOV72HB8ds701B12YwCQXXGht+ilWMFKygIeSTVEXh4EpJ2Y725y++MIv3CdwX67dbl04ChA0kzWSKKg29QHWTjgBsiDSQCo4XxWT3raMTpRk2puKmlRIRMwOoqmdiyIUKfhiE6UD0z+oYdqb162IGitF3QnzRHLNvPSFItA2tuDOMdM52G332T+1y9ve+Rbe9fbvZOY6PvXRT5IWAlFRmci5wTsl69KaouJQJnKpwhNxlOx41cvu5fqVz1ZpvhU50UBTseQsVqxRrD7kjqAt7SyiSRn7gb3THWfPzXHJ43JLaWoE3yC0skbdZHa4Ogcqc6zCqYlYpyETgY1ZuO8Vr+M9f+MnOHPqfDXwErQ4QnaIi3zqox9FV0fsjD2LnAklw9hzerHNmDLLmHj8ycd55SteSS7R9m8p4aXB59YmMVUmV8g0NC7XJvUbwLhF5E7gn2Mp1wr8Q1X9n0Tk7wF/C7hav/Tvqupv1Mf8V8B7MTjuv1TVf/M1vwecQCNai3LwHu/th9eUKbnYqFzH+lsdtR1/GyGlFtdb3bRo/ZzW71G7GRXDhx1yq7M+kVQ+n0/C85gtt/p12ZigUJsQ75ltbXH7pdu4+0X3cM/993Hfvfdy+513cO7MaU7v7zNrleeefpwrzz5FPyQ6cYTGM6xHQmPmUl3bkHM0iboFCJqwpwusS6G0xu8c02iYJiYSkGhdhjiz90zZErxDY8EDqXpgtG1gMZvjREjZDI2oQqVZ61CC0QvN2QdVGGIkx1gTdox61nQdr/uOd/E97/5P2NnZM9yFKpZJiakfOLh8hS88/DCLZ54lXX3OOrUiZC1sp0IA+vXA0cEx21vbiAs0obHOA1exeruZxJQo48QsFeNuTxOpZOY7O5z9Bjrub8X5Ro2c5zy2aCuFUPFRy+oUcvGWM+jqTFkEh+VMevGgzlJvMGk24vB1WkQDJ6TXYqIedYpXX7166n5H6ywq2c5zLsbkcqYyLi4Y+KfGXnLOYEvnzVDKZZi5LS7uneeeB+/mgZfdx9nzl7jnRQ9w28XbmW+3UCaeffoxlofHNHtK9g4hmrKzNEi23UuSCCRKM0KcVfRc8bOBrd3A8TIhrqCpJTAzSwzXGptJDTbKVXCD2WeT1wmVwO7eAk0tQkP2CiSCryKkHOpW1lW41Kh8WSNJ7XZZFGJx9FF41Zvfyn/0H/8427u7lZLp8Ni0WlJiPDrko+//PbaXa7phspQmVXSV2W1mPDNFzl06xac++UUeeunLLJpRHE5nppzFUdQZJVZ6puLIzQIvVTz1Va6vp+NOwM+r6kdFZAf4iIj8dv3c/6iq/93zv1hEXgb8MPAQcBvwb0XkJWoSwa94iXO0XUdM0YjpFaeVGke2sULCbT5nXZdi46DTDdCB3YldrcEbDPx5nfWmJzch4MY1UG89uLbezycD2qdqN10ZK4SGrd0dLl28yIsfeAkPvvSlvOT+l3Dp0iVO7e0xm81oQsB5QYKna4X1wQ2uX36Kmzeu4JptNDUELzTBipRzxixofYNqqWIJjyF4iTYIJVtsW8FYLCWbB3jXmvMfYqyQTiAlQ/OdFhZtQ9M0pFKI2VwFc7FuO3ij+DXeU5KSMHVdyomsxp4xwozDqxDmW7z5L7+Ht7zj+5hvbyHOfpasBc2ZNI6sDg758uceJly5RnriCSSaZYFTxRXlrgfv43tf/BI+9pnP0Y8Th0dHqHdszbZou0Dwjjzac641kk21UPo1Tky2ryiL7S26rcXXcYy/6vVNP9+I4BusumAcdctC9RQpNQy5kNQhaTPl2Q3XuwLizVDN2YQpYgvOops9Ta4LXX8Cg1jgMEAwDF03jU2y+VKrI6aDmDMu158RjwRnrnjqWLgFuztnufeBe3nFQy/m5a98iIceegWzxf5J8VPAOY9ohBz5yAc+RDtTtEx1RALVWHdJjUEyrkN1YYZbm3CUooSQ2d0tHB3VRb8Esqot0aXS9HC40iLFrG6LmtK3kYYLl7ZpPITiK8wznNhXSOkIpaGIUioND4HsJrJGjB/uyOrpe8eb3vmX+c7v/0Fmix2Kepw6mrpzcykDE5/86IeYPfsccjyxsF6H7B3RK695zf1stY5nblym73ueu3KNi+fP1oJmTdfGCNPyKQOSHdlBceWkbn2l6+uJLnsWeLb++VhEPgfc/jUe8gPAL6rqCHxZRL4AvB74wFd7wKlTp/j+d/8Ax8fHHB7c5PDokOXxkjj0DP2KvB6RZAbzri5UNpBElRPYiMdmIVNVlrUQ34JQ6i1MpH7NrWfm+bi5UaWkKu4r5u08bTfjwrnzPPDggzz0ylfy4Esf5I7bb2N/d5euM58N54wFI/UfyqosgqBp4vDGFZ575nGmYWJ3e4GUBW68SeuFdU7kZG+6MRWa4M2vOW3CIZTQeBotZJROC0PlpTpn3FrnbDsO1qW186bKe01dt+4H/GYfEOxnDN7ReofzYgkzxZ4Xgyise97QJB3C/PR53v5Xf5iXv+4tdN3MnAE300EppP+HufcKtvS67jt/a+/9feecm/p2zo1uoBGI1MgECAYQJAgGMcgMEmmKssSSLI/1MM/zoppy+cEPI81UeewaWZIla0iFsq0cOaNAUSIJMZPI6AbQDXS+feMJX9h7zcPa37kXFAiyTErTX1VXd994zvn2WXvt//qHumEyHHLx5ZeJKyuE507RrKzmQa+5sklwXHv/fdz43n/GQ2fP8tyzz3Lm9AtsjDYYboyo6oALDd6Hbg3aPMM5nLSbMXWieB9e40D53a9/ivU96A+49YZbGE/GrA1XqScj2rayUJDWFGciVnhtKJxnME5R9bkByQNjzSZSABJJXexWTnbSDuqQzrPHwm9BoDX4Q8FmIrmj9iIUHnraMGwdOxf2cfu9t3HrnTdy/PgNXHfjLczMLNoaSDF3vYaz2+Da1pJLynOPf5VLa+cIPjIolGY5UiwmW5tiwdaiDqQw+q+2qI8QbfDs63m29XZxlku0OskOlAp4LNA30lLhG2tqHJ5WGlIjZjgVBBcTyU3yW3dMQ0MZFxCglTGJhpCC+aArRLVNrgWaOjCJgXe++8Pc+/CjyIzh6YHsvKgJl4ekk9Eq7YsvUS4N8US8RAs5dgVj1+Phdz7MD99zP089+RSPP/0Ep164SKOe3bu2UXo7I1lEYDTWEXabtG0tIOP77Linl4gcBe4EvoiFrP6siHwC+BLWtSxji/4LW77tJV7ljSAiPw38NMDevfv4yAc/SEyR0WTC+nDIxuoay6vLXF66xPlz57l0/hJLV66wtrbKaDikrWtia+7DImnqdGdoh+F85P9Pke1cxA066WQ6XYciWxtuw+GcYzAYcODgQW67/XbuuutubrzhBnbt3s2gb7xj8R7vzHAJJ2aJOg06ForCUzjPxnjCpbPPs3zlIqG3A+8LUrGNmF4i+MSgEGoVxk1tBRxISQmodbNtyq6HJn1WMYe8Ng9KycPUblNrNRFb2ziaqJDE1IjBUbhgmCiKw+O8ub11p4mYk4RQxTtnPhTAnmM38cgHPs6h624mlBaqMN3o1AZM9XjCxtoa9cYG6alnGb14GhdtgBpFCEDvumu44Y1voT8zy7Fj13Lo8GHGwxFnz5/luWee5ez581R1gxPrULW7MWInLMTCoYsi0KRErH8wQQr/mOv75/7dz8EkMhxtsLx8heX1ZVaurHLm9BlOPv0MZ8+fZ319naqqadualAQfC9u8M3yiOTdbMjSYde3mNqhkZZ6YNbEYlVDyqVPUdAApJgvRkGycpCYJ373rEPfdfwd3PnAHd913P/M799j7JQU8Jg7peCyiLqdTddRDIemE0fgcn/ubzzI4EHCNoz8oubw6Zm4u4V0f8TWtjGilwtEH+jZsVE/SPIgNDjdwNEzw3qwYLKmpIKqg6hFJ4BoUTxPVFKmVo1iscWVDjB6vJaIBp3MUEkEKYo65E2x+ZC2OPR9Vx6iC2YWdfOzHfpxjh+8m5k3TmDp20lFvdFwvEVfVjE+9SDWcsCgxz9CUykHvyG6O3HI7YW6O2+57Pfc8cD/ry5f5ype/yZmXl5gZCNu2zdEvZyCmaVSgTdEaonqj/n6H63su3CIyB/w34H9W1TUR+Y/Av8nP/d8A/xvwk9/rz1PVXwR+EeDEiRN67bFjRmPLR/OqrplUFePRmOHGBivra6ysrnLlyhUuX77A+bPneencOZaWlqyQVzVVXVvsWVYw2rW1QG8OGl33OTFtgg0nLFuuPxhw+Mgh7rjjDu6++16uu/46di1up9/rGQPDZ2e87MZmg8kEbaYsJrUQY2+eHgDVaINL516kmkwYzA9IKTKqWlzbMFcKZQHBgwsFbWPsmaaNxsHOob1md5poI7SNo22sQ9YsVlJsMRq3O1I4j4jJ4oNP9MtAv9+DlDLVKuEiZOe2AAAgAElEQVRQYqyn8W4ppey8aH9EBBdKrrvtXt76vo+xc+9BXMgJNRnmj2qbVd00NOMx9foG/vRLrH/py5R1zWYYF7jZHje97/3MHjpicVs+UJSB+dk5du7azbXHrufc+bOcOnWKc+fOMZmMLccznwZisnuZRPFFyAO/758O+I+5vu+84w697vBRXFsihQfNDnCamNQN62urXLh4jnMXLnD2zFlOnXyeZ04+x8vnzrC2tm6zw5gpfl6JWCWOyVKd1NtmrS5nTqo1NA7jdbfRxBzbRAkaWFEluJLbbnwdD77pLm64/RZed9tdzM9tQ9UsFCzNPdsNaMKn7hQgaDJvGBVFWuv2k2958utfpSlqtqlHij7juqKWBKkE7eNjD/HNdBCoFkyGiidIiUpJTELpB3hxpGgWr86BxAbVFqNNKhXD3GT10YmnNxOY257ojRdxvgSd2HpzLm9SRgIwUzhTNJq1q5m1jWPg2lvu4H0f+Sg7dh8mkSGdrECV3P4qBt+mGFl+/Fme/vtvsFMCRUpocrTBM0olDz70CP3F3URXImJ88vltB3n723azsn6F06df5NTpc6y2K8zP9kEjTcyh6GpOqXZ6fvXreyrcIlLkRf0pVf3veWFe2PL5/wT8Yf7vy8DhLd9+KH/sO17OB+bm56fFkCwqiV0Ab9NSNw1VVVFV5tI33Bhyee0KV5ausLK8wuraKstLV7h48SJXrlxhNBrSto0d3ZvGooVy0EJ3Bul+nxOH855du3dzx4k7uPf193H98evZsbjNBCDe03EPJbNTNG05yuTBpXmF5xivzGgpQjADqdGQtZVlwOF9QVVNeOHUcyy0y8zu34YvPMEbFujUkkHEg0ahjhDbRN0kqkmkbluaqrV0mmgBB7Hrpgo7Ps4EswwVJ/jCUYYSJ2ZuZHOBiHOG70eUIFutcDc7XMoBd7/l3dz/8HuZW1i0pBpvbwDtnneKxMYEMRvDIe3ZC7z0J3+MX1sjikw3ztI5tt93D9c/8ijiApubqTeszwn9fsm+/fvZvXsPK2srnD3zMsvLl2nahrZps/rTil6v12N+dpZB2ftelvH/f+s7CoUf4IvC2FKKtc4hMeglFmbnOLTnIPFWpVXjvq+urPP8iy/w5FNPcebF01xYusjFC+dZWrrIaGNE01Roh6kmCw0GQZwS1FSs6myj8yGAs+K7Z+ch3vXQg7zxkQe47Y576fdmrNNt1OCKPDtxmDmZdIN5SVkMlLBqbYVKMI9roeb86Uvs2DFva9gHRqMhq6M1DjJApMLRw0Vn9D7BhtVEojQ0tDhtSAKt24BezPAEtFrbLECyURWCcwOoPXEU6M3B4p6CXvSoCLVM8u+LOC0Moss4vzGnzYpZk5CkoGocDz76KG969AP0+nOoC9ateyyNKKl1284cEpO2DM+c5jO/9qvsTpFC87xMPXXr2HPbDdzzzrdDz2MxyYa3OyCmwOz8Tm6+dRc33tLywvMnee7ZU2isKPolqRJirdQI+hoY4PfCKhHgl4EnVfXnt3x8f8YHAX4Y+Fb+9+8DnxaRn8eGN9cDj73m7wCKEKyjsDk7pfck7ymKAu0rA1VSTlCPbaSJLUfrOhfzisl4zGg0Ym1jg9WNNUbjMfWkoq4qxuMJ46qibVtSa6ZKpGRYqThmZuc4dvQo1x8/zo6dOyjLwkQ7GQaYDufo/FKsOKeYtoLi2QQJUjQOdlEE2/FjJLY1dTUG1yNpYunieb7w2Jc4uug4tHcbXiPeBcoQgNZczxobUAYSjYAmoQ1QIKQ2U/sKT0pKEQJSGP+7DIGiAO/FvEWc/S1Aii2Fc4iEadxbCFbAW7K5fC74/fldPPDoBzlx/1vpD2aR3Nl1FEnBDhqpjbRtSz2pqC5c5uU//TPal85m/5lkZlHi8bsXuf1DH8Iv7iDQyautqAtCHVua2DDo92ijsqMILMwtMhyusrZyhfFoI2f3GXRQFAW9sqR4Lf/Lq2B9423wbCZRSqvemBE4fLJ7gYci0/y0jCzOLHBo/0HecN/dVE3DeFKzunyJs+fPcfbsOVZWhlRVxbgaMx6NGU0mVBsTqqZi0lS0dYQUqScVzve4Zv8h7n3D3dz7wOvZuX2XwW6OrI9wxiZxZJdCI9F6gknppc1xctaQREnEUFO2fYI6WjI7UVtcINuxei5fXubZ5x7nxmtPIESbT2kgUALJ6KmAF+NVCw0NJgrbNb+dtdV1msYgxzYmWvX4AryLlBoIJczuASkDvgoEHRDdGE0TSu1lNpiZS5GyEZcYnKnO06aCJvX4wEd+hLvf9Agtlsou6iAp6rHXRYwyHwAnNZO1y/ztL/06+tJlSudx2tKkSOM8494s7/noRynmFpiIiZpKZ6wilYB3Nq9SdTgfOH78eg4eOsJLLz7P8sYqRekY9C2CbTAov+OS+l467geBHwO+KSJfyx/7X4CPisgdWG/2AvAvAVT1cRH5beAJDO//1685cc9XZ0NqhBxe0RVLxqVxxiTRHvSzp0WM1oG1bUtbNzRtY6nr+eMxF5UmtsZESGYCFZuWlJS5uTkWFrfRL8tscKL5mNJmVZky5f1touXErDs2OqLLDm3ZMwShCAVFGabojKV5WBGfTDZ4/rmnOfn8C2y/8QDDqqYoS5SED46eBGKygudbpRBPU0WCCxQh0dRCr3DUTYFIou0FJGn2+bBoMZ/ZKl36qUfNVdAFg08k4bL82ol1Iq0qGlsohYPHTvDmd32EI8dvQUJBPkSYL0zqlKXWbaeY0KpiuLTM+t99gfWvfs26f8GU2wJF4Tn2vh9i91332DEYw66dgIgJrZq6oaprUkz0en3m+/Mwm+j3A/PzczSTCePRkLqpDJv1fuqQ+H1c//jre0p3giSRJCY0UzXOUBJDj0VsCBfV4x0Uaha9pUss9hL753dy7TXX0mhDG5NpdlJ2HGxbO4kk+1tVqZsxk5UR23bsYGHPXlMfti3m5WOGVWZImFBvBTllDDlqwsyZGnOdpLRu1bUkl9kxMsiQjBk/mXgzIdKjSRXfeOzrLC9fYm2tZue2AS0N6v00yMCLUqYiEwgsu7RA6W9LzNy8k6WlAatrDZOqJrZDWklUbUKSw7cQSiGSKCYdRaHFR/MFtxUajI3UxZLleZaqUE0c+w4c5T0f+TDX3nwfrWRrDTG8G5esWCdn4SEOgiZ0UvP4f/0jTn7xG+wvCrowBBXHkMAt73gr+++4haYQWu+y94kFl7gkNG6E4Alx1kgSrqHf63Pd9cfRFJmMxrTViKTJmtnvcH0vrJLPdUvv264/fo3v+bfAv/1uP3vr1dVHxba3LtHl235w/mKx7haMohYCRVEQc1hB2vL9ZreqJi5IyRzl6hpycSVDBCnTkWz4lwt0PieKWMq5Teo7loPYkdL5TTVaZvCIF8p+MR2kqQguBEIQhhsV8cpFnnzmOUL2YllfH7MwX+afm3CFR1qjUYlOWbj4YB6+Xs2prXCQmkQsJBdKQXyZu/+OKmaiipAVGhb1lKbii653TmoOMDM79nPHm9/J3W94O7PzOwFoOt+YpNPZgdoZ3VSWbcNoPGb0zcc595nPQD2xx56nnUGEufvu5KYPfgjf69OdXGxLMWZD3SRLL0rCZGL+KqGo6fdLBjOz9Hsz1P0Jg9k5mqZmPFwnxcZoaP/jDfc/zfrOjBCv2XlZFZdMTGOVxLpd+1/MNgPZV0SElDfyEBK9VBLwaKnEYJ1hkmShwpgbILRZuh7ggLOw7cyJ9w6DG/wW0Zk3sYtkFa4SUYlMk+NxdKKUNlfZIpUZLouoJDQZGC2ppSiU0y+eolpfp9+b4bnnLrDzvutIMYLUqHNIMrjLOUONfDINgaA4GTFTwmDPgL3bB0zGkeG44MrGBsNJQ10HkgittHh1tJJIWpO0mbLA2nxcTpIDsBMogbZx1Ax46zvewYPvfC+DuV1ELN09GW/ReOyAxzB9p+ZQSDPk5cce4wu//XvsCaZ6Tq6hBTZCD3fkCA9++P1ob0Ar3qLdVLNJXkCjCZhEIk3YQCgJyWiG4Ei+YXZe0H5JXdXTZvDVrqtEOWkFwakN/Tr6nklsO98/tgwX9RVFvcOXu4LeFUywoYJswcuTKiEYhSpqhG/bG6a4ay4sPgfh2ovYddxMXeump/38GUXpFQXBG4ZrroMWihCKQNsss7465KWzF1mcn8MByyvr7Nk5SzHo5a6lscGftxNGSim7owll3DThSt66NU0CRTDaoICKx2dDm0jIlD3NEl7QRokxZd2epYKE/gLHb76bu97ybvYdOo5mZWpSCyfu8G/JEDgpzyFiQ9M0jE49z4U/+RNYWcWJDeBUMlv18D7u+IlP0tu9fyqUmvqhZ8uw9fV1iqJHUZQ0TW0bAg0xp/qURUnR61P2Z5CUmJ2Z5cryZYYbQzYTpK/Oy4JpjS4nzs6UZhPcvZgGVbiO4poZP9qxRlA0WPFxzjglmm0BjJUtWUrfIiRwBZJKIKLRnCqRiGaJvSXhWFeecHhyCIHaiUDVZW6+yz/dYqpNRJHMjkD7FluG0fIKcUghyARCiCydu4AvChZ6fc6cucCttx6m3y9wKRKpSRKzyCSQaAzvVm+BC8E8uNrUAOZpnbyFRLfRUdWJphVmih6RRFILALHeImfXphoRgzydBmJSxhq4/vhtPPqBD3HkmltoiwBFgYv2HlDNT7FzHZwK/SCkhnT+Al/81G+zA6Gntrk1KVK5wEro8aFP/ji9ffup1VuCF90Q1gImRuVZynYnXuz9DEqDgrQEdbicWOR9oj8zu+mx9CrX1VG4Vanbll42z0cc6nJiextzJuTWspmP7VsVjrnAp1eBUJqmMbZJHkymb+vkO8zWZaN+58zbtxsoWKet+Wtkmmqefy0g0ymwd55+v5ftJe1o5p0wM7+dxZ17OXv2HEtXVqmrmrmd83gSKytrbAx3EArPoCyyOCZOQWTnlBjt+bpMMVSF6PLf0R5bVUX2HL2B43e+mRdPPsXl08/C+HJWxnXFI9GkFvElsegzs20PB6+7mZtO3Me+IzcihWHwKWdtqnab5+ZmqeR5Q4xo07B2aYkLf/SnjJ9+Gs2xZ5XaRidzfV73Y/+cPbfdjnTmRpD9Y4zCWDeZKx4cvWIGcDRNZQrSpFTJhtNlKOn1+pTB05+dY39/wOrKCpcvXfzBL8of4NV1wk66qmw6AvPDsQ7PSYEEO7VpHgomLIhayWpIXPakNtl17FwA1YpXp6gUI6CYM54DFQsSIIHDBnVOA9EJAclsi0TM8IB3HnPhaKfNiABJ2ryKAjjDvy3jQtAY2HdgH098/Sz9uXmGK+uICOWgB37CmRcuctPNhwCPS9BqRZbSIJKpheQ5kXpSa4ZYrRoGH8Qi/fp+wPH7b6E3t8DjX/0my5fPE3xB1NaKoPP4mPAh0LQwGScGboHX3XIL973tIa659W56YQaNHu+tqCZvsx/FaJSdwsNnaCWkFr+6wp/90n9m6eRpdhEQIoQILjB0A+774Ac4fMcJaoEY8n22jsfut4s4FYpYkrxgZ5faTLIEGrG1ENRDU9rm8xrXVVK4oWpqxDl6RYFzQsg7VqtKigZ1dAUaOoe/Dn3e7MRTSlSVDSXbtp1yqnVLV6ZsYuf2x2UoxBv04Ww41/Ffp9CIc69StO2NQ2swZ29Q4kMg1mObNJcmQ5+d28axW+7l5HPPMpmcQwTKIHgHk6rl0tIas4OCwmcxjXe2qF0gOTXryso8sDMtAeckP0eD54uZWe5514+wuPcG9t5wP+uXznDmma9x/sWnGa1fIqREb34Xu/YcYu/Ra9m19wgLuw5SzC7gxI6pMUVSsuP7ZpnO8wbdxLU1RYiRajhh5S//miuPPWY+J9mz2YugXtjzjrdz/J3vQYti8065V27AVWVBunVVUxaWY5lipkxotBOFJqo4oWlqiqKg37MTzLYdO5ibn/8Br8gf8KVK0pboPeTC5ySrTVNDchGIlsKu2dVS84tkVGbEFbYBOyG2Slu3xFijIU4Hb5IMd9Bg3twpkU+veb0A4EGCGferedqotERn69dpDxVnplHR1nboYJSk1AkGZQ9JiY2NEXNzswBEEW669Wa++rWvcGV9yOXlNfozs3jnmZuZ4fnTL3P02v2UvjPAKnCYAlZUDZ5xNWDrS2SASLSTmWtwJByBhf1HeOhDH2exP8cDb7rEn//hH/HE174EzRBXmKte2wzYNrefo8ePsvvWo+y59kZuPnItUJKikAhQmNFTEkgxayAUwOGiQUNkCMq3Ex7/vT/nqc9+iWM9j6sTUSDFglEoOHD/PTzwz95NKgsSAbOuilMYUJIjuTGiPbSw1iVlfrjHTrTd0b3VSHI1QrmJMLzKdVUUbhGhaVuj8PgsEBGDKdR7FCvgxj/evCymyFIx2rZlMpkwnky2cLm3wClk/Flk6uAnW2AQM+73U8xUc0FWrAvYWrQ7B0FE0ahoa+q0EAoGM30UpVq5jBQDejN965LLHkePn+CuBy/yxMmXjabnIDhHSsLFSyvs2DZL0bcwA3GgkogxWohAMmluKAtSapEiMwJweG/xZzuO3sjinqM0kxFOhMW9R5nfe4zr71pl/cpZBv0+i7v305tZxJWl4Zkac2eQcsCqSeStH948nXTDtI7fjUJsGsbfepxzv/8H6NqqDa/UcLyUEuGm6zjxsY8js/OGF0qWR5PTdpyjqVqaOtIpVWNqCc5R5IzJTnTU3ctuY27rmtAr6fd6FEXB1XwJwqRq8QWEnsfn0AQk4/Pird/UhMc4v4JA9JboHgJSKE0V2VitSUSCby39BmOodKc7IdLZsXfDdiGrFR0QnWVZOpdhhjzfoTR7CZezGFUMBlFHcm0uMEJZlJQSILRcuniJ7bMzVgi9ML+wn3vf8Gb++Pf/kAkFMz5Mn9NG23Dq1EvcctMx2rrJlENLbrL+pw9ug5ahNVKiJA3EHB8mXkjFDDfdcTdzM/MgJYu7ruWDn/hXvOHNz/Pi88+wdOUiBw/s5cCha9h7+BC93hyrqaAWEAIpGZSqU/gPU6c6m9dYr23UPU3kE0rLub//Bp/51KfYNwCqTFlUpZKCdvcuHvmJjxNmFpg4t+m0mEMgzLIjUWOZmZEKmXqUeKDNbqP2vU7ybC61/3DGt+W6Sgq3rbGqMZmzEzFFopi4wI7p3nC2mKYe3KJq+Op4xGQ8pm3aV+ApU2c/rIMOnRzdOaOnOeNvS+ZymyWsHWE1ZXMet7Uj70Z5Ni5MKZHaHOsgwmBmxtIsgI1zZxns3m+e+WLp9b1Bn7seeDvD6FkdtaTV83kgC5Nxy5kzl5idLXG9giC+E20BiaJX4nJkV0wFYGIhi7sqKLbt4fp7H6FthTZJHjxamk7RG7Dj4A0452m0pd5Yo9/vU5a96Twh2wzZhD+/wJuDSDYLp5oRWErK5PnTnPz0b1JfvEDjLLqtSQlRaLfNctcn/gXbjl6Tj+uGHXb+MM4JKSmj8cSwRbFEc9Q27CL0EdfQNB5i/QomC5joJ04mtHVN+X3yuP+xL83zgOFYWOhb/mQQK9whB9JqFwKsxgFKUWGc8DMwTstcWR1TXCnozwpl3205/WR+sdpRm2gFUVMnEgPNyTgOEy7FPHwzobUiRYFP5iEviTxQM0538va42hTRFJgrekhMSFMTh6vZ8N/nYXjBPXfdSz2seeb5FxjXa8z3e3gXWFwUHn/mFLu2z7Fr5xyutaKZaBFpcRS4NIdIsOfmlFB6JJYwidCbp99f4LYTd+AJJOnhCo9LiUPHrmH/sUNY4Kq9X0t19MIMOxpTAtMmsy7O0JRgVMSYujkCOM10XhTxxt+uT7/E//uLv8TeALMJWm+vcesDyyHw9h//GLMHDtAE49F7krFSsCGk4GnasZ2YJOTZaT5deQeuJjWKiJEKlCymk8Rr1O2rpXALIRQ0kwmTapINpqzQOhGCtxcFsrF8DuYdDTfYGI5omsaOgSJotqLsXP8kp4BIhh/I3bZ3eWjnu6INqGYZvWaHOpkaWnU7guav05hIGTdXYNAr6fVLwJwHr5w8xYGFXaTpDTC4pdcb8NBD7+DEbXfy+Ne/wvkzp2irEWdPn2T17POcOvUyx689yMA7XCQbBxkw5IM9Tq/2MU0ZixbYe+1t7Dz4OiZNtDeudMhkPkZn2EGcR/CMxxV1VTOYGeC8SaCnszJ0+rygG7raAjelpJAuX+Hkb/0WK088YZ2/d7SpJeEQL1zz6CMcfctbLF3bdXYE3ZZnA+iqHtvwzG4UXQiGD4GZQY+yLZhMGura09QVMRkNTbJISxXamEhXeeakCDjXUldQTQrKAWgq8WrFxKkjpcIGi+JtTlAkqnrCmacvsBHH7Ng1z9xcQEuDRFSV5KzQqhMbGiaxFBV1Uy8es3aww3tSIUmFeqPIuRRwYHLuPKcxJN3ZmvNqRToo9XLFYG7G7pE2VOsb9KTBE2ldBB9ALNzg3je+kZ87cIjP/8VnOPXsE0hsqUbr9HobPPblb/DAnbexZ9ciTTLcN6oD1+JTwLkie5I7GqmMSx08Vexxz0PvYLCwj+TsFB6TUQPFFYhmQRceSY6qaVkbrzA7t8BMMG/xRhWfNzENEaJm1padnoNCEgvcDppg+Qqf+T/+A5OzL7GrtMYk+po2FayI48CbHuCGBx8gek/jCySfUJ3kkW1PadsJbdPQZ4BQ4GlJLloohvYQnaOlolGxgW0mAiQ7Pn3H6+oo3JgAp3KOpmnwzrphKQor4hisgPegSl1VrK6sMB6NgU31o73vO4qbMzpV9zms08Z5s4wV6xI6ckNSsw8VYeo9IuI2BfNbhwVJiW1Dlz/pvGcwOzDeN4prGtbXhgwGM6947VPe6SV357fe9QBvfPhRgnMM15f4yuf+kj//7V/m2efOcvjQbubne4SiyHj/JnPGFFhWTBMwu2M3h2+6jybmDabDwPPpo3M/FDZxfV+WJI0Mhxv0+n1CUZK/YvOmdE9ZN4u3iKDrQ174/T/k0t98jtQ2pM7rxHmkTZQ3X8dtP/bPkcE8bEnqVrWuDzGR0mQ8wZc92hiRLK83yCrQKwu8N2SzIw7STEgpTs28NKkxaV6rNbkaLhGcFjhfs7yU2LUvUmAmYpqDelFba40kCkkM16/w5PI55sOA/Qe2U/R6U+8MmxMYK8GU6LYOEy0pesQrXbqNDfHt3qlWNsBMDrLKUJwQUh4QCjaoFEV9jaqQiKQq0ksD5mc8VR2habl4+SWCN05L0Q35cDgp6Ree1910E8dvuI7xhp2GUzXmhZNf4nc+/Rt85ckXuel65ci+7bbekgeJJNdgoH7PTljOtBdVnGHH3n0cu/kmkvOkTJ8rnOau2VhTLm/mIkpRGsf/1MnIxuhFbjhxjB0i1BqzFsEjajF4XeAIWUDnU8JPar78G/+Nl049zoFeAXWkIdHGxKRQqu3befhjHyX2Z2gzrbjz5DcIJlF6YXU4ZDYM8v1ozXdGIt6VloFLSQgKRKoYaUkmZpLXTnn/vpQLP7hLKHwwmp6qCWiqhiZmu0qYxlc5lI31NapJlSEMe6N77/HBfoYPBaEIhGC0PO88Pni89xQ+2KbQ8e1RUk5MNw/wDKFkq1Kdlt4MH8RIzENP44nCYNAjFKX9LIT2wkv4oiTMzefk+E2q0Xg85tLFc1y8cJ7YtHQm9/2Z7dx89xvpz21jdb3ihRfOc+7sEhvrY8ajiqY2uXc7FVqo2WAWMxy99WEIczYwTF2R3sT0fYaDOi+Y7ukEX9ArB2YjMFw3/FryJzVDRblsIkZni1XN5c99ntO/+7vUwyFTJ0HNQ5edC9z1yU8ye80xC1HN4BPQVRBQYTKeUHhvik+SYYKiUw8UwYKMC+9wQQjBURTFNKxYBELw+WNXRf/xnS+BsigYizKuWtbXhiS5NB36dglNqCM4oV1dojl5kYNz29h9aIFQzOJiz4bV+TidxJMkU0415dAQj88nSGOwkCGUligTG3LTQ51h0l4CXgNdUhQx2x2LsUlMp5AYjWrcvnnq1iNYYPX5ly6we+cBK7KQT3ggvmAyqTnz/CUunFlm0JtnYfcBtu8/xt0PvpcTJ17P3MIcL7z4Es+ePEM9gX7RNxgzQWoC2nZ6iUDUeWJvD/e/7d30ylm6sG/nTDzkDInPr59YYQwO9X1c6nH8eI+e38nfff48L68V9HrGNUwJ456LdegiPg8LHUWMnPqrv+avf+e/s6sUCywR80bH97nsBrz1ox9l9uh+mpDHkJ1hY7DHVpSJybCibEp6mF+6SMwZAJuUCk9GARBCTvpJ+b5N36uvcl0VK14EfBDKoqBpjLtbNTUu2AKUrJgEGFVj2jbhg3EendvsjNmKQ0//fuUAcircwVRnxs7oOuzNx2ScUGNZ2EAzQzRNO2WZCFAUBbP9vg0WUiJJ4tL/82dsnFui9YFBPgWgypXlyzz1rW8wNzfPwuIuiqJPXbeUZUlKSm8wx8Kh63jh5AsszhY0MbK6OmSmVzA7P6BfFrjCTgsuF6udh46z/dDNJjLq+mKbqG4WcLEFYh/uTihM4RBBqMYT2qplZn6WouhPh7AuQXJGR2tiy/CJp3j8V/8z46UlIKsts0cyhePGD/4wh9/yVmOXiHXam/AI4MQyM2Ok7PXzKQAkn4BsCJzFJwohD3A1mLmQOGcbFJ2AxOXwiKv36k6M7dCSHa9cjMzNBvo+Q1fR4vDEQzWZsFaN6R3dzgzZd9qZF72dWELXYBPUvNpRco6ks+7VRQPXNAGtrd/kSUlwQWjxeBzRCUprjoOCYdw53syUIlBVLTP9OXpBoRFEHc3KKqe/8g1O3H27WbuSUHFo2/LMc89w6eUlduw6ysFrFmhciaO0WLVG2XPgGuqvfJ5Bb0C1NuGJKycpFgK79m5n1445egr1uIEYSdFTNT2O33sn2/fsI6nPrA1TKyexU56qwUfR2YCxiJopsImUWm5/XZ8Daz1OPrvO2YtL3NgcLBMAACAASURBVHnjIRyJtrWfNKVkOpAYWXvmaf70P/xf7E5Kf9nWd5QWdQWXteDGd76DW97+VlrvSZ2wTU0ibFRNK+bDasJCb9HAp1AhTpEYDCILxtLRDE9G7LE7Z6cq3zVQ3+G6SjpugzRCCBQhkFKiaRuauqFtmyzlVkbjEXXd4n2RO+uAC/nfRcisEMmQRS7U+Y3dFeduANR5PIfsdGfpCFnBlNR+f9NkQ6N8LI0dXp1fUCcMZgZ47zeHZhtXOP+3n2e26EOvyB7KsLp6ma/8/ec4e/ZFriwvUVcTmqaaSrxTcpSDOd73I5+k7W/jwtIGw3FDVSsbw4qly+ucv7DMhfNLLF1eYWV1negHHLvzEZKEKcgx3aByVzrtvUWmA9ZuMzTvcOO893sDXAisrKwy3Fjf5GzbFMzuwaUrPPFrv874xRetmEtmkeST0OK9d3PbRz+GL/v2vfnoqtPX23DUpq4pe70cKEBmEeR75tjcQMU2YOfzMDkbXHV/d5i4XD3L+DtcZkFwYHuf7Tsh4Rmt9w2GSGrogIPoI6vDCa7soykQ6BlQpOCj4KMVGRUsLDsXbfWOKGbn2krK4/UGcS3OF7jUQ3MaDuoIqfOHnRBTBVLb+slUTzpITAStBszNzSKV2SYU0nLqa1+muXQW8YIGIxAgiWe+8S1On3maQ4cH7D80SxFKVD1tVFIUJPW4+43vZHHv9UxUqH3JtrmSGRo2Llzi2afPcvrMWcbtKnWqaGphZm4nt9/1ejSVJizakvzjojUqSew468hpQfjs+Ck4LWkRdu5ueP3re+hkhS9+8SR1IwwGZrZmak1wsSFdusyf/fv/RH99zKwLqCZab53y2AkzNx3lkR/9EMz0ETEbLEn5XO5A1KyLl9fXKWYHuaO2GURqDUvPE2ML8XYGz7oUDC7zwSDdTdDyVa+rZsV7ZHr09c7RttEc4bI74MZwyGg0AUziLs5gj2JqMWpvYs2RNx1euql6zAtRrUPw3mWj/m7inoefeeDXdTXOC15kEx7pLoGiNDqaYm8kFcfwqSdYOfMSu44dxwUzt19bXeLUqaepqwniPNWkYm1lmaoam0kTRj1s28jBw9fysZ/6Wdqiz6Q2AUKL0LSJplXqyvjOk3HDgZvewMzifrvFuch1BliblEfJG5fgMhQkWQWqCqmJZvaToY6y7DMajlhZXia2bcZIFYYTnvy1/5uLX/g8SZUCaDGjKBdb3NEDnPjpnyLs3mO9cPd4ppuGFem6ru0+Bz99nbsAAYNKbDjTnWimUJVki1kXEJeZR2IblWVdXsWX2tuwLAK9omD7DsdoZDmTSG3MIkmstev4GZOTOydEtQQioqBRTN5OJGmbY8eMteA0YOvbnPuSRmMbaYGIJ/lI8in3qZgS0VUok/zaF/b9LpotcA4cbjYSMzMDQu5okwo6XOfJxx6jPzdLUSwgscDjefHpZzh/+TzHXneIYtahfpXW19n/OlkHHxxzCzv4yEc/DmGO2POMpEG9yx49ynjSsLS0zsYwsjyJ3PXQw/RmFiGU4AKbI/IMXma1dXSO5DxoMIKCJlyEEFtEW2IDsY3cc+JGFhYqPv/Fxzh77gL9QWGc+pSQ4YS//tSnufT40yx6MbdC10IDkZKL/QFv+8RPIjv30kgxjf2zQCMrys4Jk+GEGZ1hph3YKchhw2OnIMlEKMQM8UAm4dqRq/OY1i1r/1Wuq6Zwi2BJHNl3RFHqpqGuWzbGI8aj8bQL9Bnv9sHnTs2eoA0LZVqsO1y8e/p21IQQwhYJOyA+wyKdYjCnyXuhmA7BOhVUfgy+YGYwsKl8x7lIDRf+5rOIwuK11+JFuLJ8mce++He0VUt/MI8LNnmPascizT4S3WBVVXjwoUd5+H0fYm1UUzXmtZLyCcF5yx5c2HuEYycemj53mUJBRjPqmDnSwQ7SUZS24kG2WaTUPSfbOGfn53HOsbq6Sj0akeqWi3/xl7z0J38MTZuZJR2+COxc5O6f/dfsuv2EvR5dwUawmY89DnNZFEJRWEp3Dqd1vuPUM92AbchjRd8KtMFVnQTZnkv2BHdX+XAynwokOArfZ3ZB6JWeeuxyulFkvLSBrLWUdWNUUJcy6lmSnDEOkm9Qmty12c9FkrndqeZBMFgbVJAQEhYZpq1R+9o81FTxOC3xMSDJo67OqmDrVqM2hF6g6HkadbQqaKxZOfUCG5cvsHvPAUrfR1R44ltPcvLkOY5ce4SZ0kMZiGlCipO8CiKusCAIvOPw8Vt4749+lCoKEy+0olP6W0EgtiXLG3D0xrs5eN0t1mnnwGzTYglJHY0zl6+Uu25xdgKIWXhkFsxCy8SgI/HE5Ln95tfxwOvv5Nyo5aXRCt61pJj4xh99hm/9zh+zLzhcNAGORtsIL4SCd/5PP8P+W28iFok2uOyDnl3U1BFSsLDuQpjpDczrO9TWiKix1Fzm8EvEGGcJg5ucOZaimQ2EDVm/03VVFO6OFOAEgvNTO9QYI5NJRV03/wC7Dr4rvm56HIctBWza5XVuCzmXrjBsOGVMWESmzATDuqz4ByeWwaia02A2MWEfnA0kg99UZIpQnXmec5/7IjN7DrNw6ADj0Qaf+7vPsnxlGe8Dg7l5ev05in6fuW07KPuD6eDOaHqYh4gLvPdDH2duz0FW1kdk1S9NVJo2EqXH6x54D73BHHmKZG8QJ1ur2rdh+5tSfaM+CjEl2hQJwRt/fgsUMZiZYW5mltXxhLUv/T1P/eqvwMaGUTRxdLVSB54bP/4xjrzl4eyJIfgMJ0n32LIpfopqxl44oppLo+HW3ePN9y0Puqbikfy07LF3XJrpU7dB3FV8iRjG7UgUmeI6N1/RtMJkkhiur9EWli6OBpqgqJY4gnXRtOA0C5g8QUscDq8u26maVagkwVPgs1eDuoTGYAXBZyu1ZAxuUZBYUoiD0OBiMttZZ9FwgZ5BNh2nXxJBEk9/5Rv01bHv8GGkUC4uX+QvPvt3HDy2j9n5GaBHq54m9QluHgd4TQRnkWoqDkLgrrvewrEb7iC1hXl7qDlpRiJ166nocc+DD+OlZzi0ZigkuUxXdAY1iEAqCLmZlehw2KlSxdH6ilTWJoZpBImOtvbM+B53XneYGYksL62w9LVv8tlf/xWOzDjDoMU0IbEouBRKbn3vu7j5wTciRSC67O4YTbymGi0CjYboRwQpEfVE35CkNVM47FSECpKyGrp7j5BQ4rTBkhjtfr/GmroqCjdgAwYsXqsoCspgxyJNaapyDCFkc6dN2fnm92es1GVMdKs0HTuC+9BBBJrfTHn3y8fyDsN2At4bV3jqUijmD+GDpz/oU5bmlWsp2mbdeOmv/4re5UsUBw+TyoKvf+UxLpw9R783YGH7Lnbu2s+ePQc4cPA6du06QAilMVjEBnDBGdfch8CuXXt5w9vfxeXVCSvDKi9s8xPeffQmjtx0Tx7MbcJEwCtl+dMNbGsRB4OUjLPuxBFyWMSUApkLuBYFO+qG5z71mzQvnUVE6cAlETvZHXjnI9zy4R9Fyp5tDmJDYp+fTyEux6EpoSjxzoZrKabsBQ1bmSSCTtkv3eAGyHTPTrWa75kzChffhx/3P82VaWrJmohC50EipU9I9hhxInjt42OJ5RqG7jszm8HUrF5tGGefL6ywSmu0Ni3Q5PKYqzbGSBIbOKY87FXFRcU3nqCBpC2SLPdRpbWNVwocA5z6LNCyx5mWLnD+5LfYhmP/kUMsra3xB7/7RyxsK9CYGJSzFDpL382xOLMX70vURTTUXbC8rQ0fKAfbePd7fpi1SWAUhToK5uMXqARuvvs+tu89AM6w346dZLEfNizPGnUzUPNi3biaVW4mQhL9CBcLS1V3mIIU63alUra57fTW1vjL//3n2T4ZUybNg8GGJghrM4Ed993Fmz/+YWTW0waPujBtLJxu0o1VIz7NIBjVNqUIYkWY5FDJpx2UThSVnA2OJZqDIGKiKFX3mqySq6Zwp7gJc4RMDXRZ2Qhdt2WL1mfnvZQhjG/3Edlq9g9KcDIdIE6/3tui9MHEKjF33UqW2mO5jVbkc8eaH5dMuYSSj+mCri5x7m8/x3wU6n6Pk88/x9KFC/T7M8xv28G27XuZm11kcftuFnbsIPRKe8xFQVmWhJAFQmTIB8cDb3o7bTnH+ctD1kcTmqTQG3Dbm34IXwysck6fLxn3fSVU1L0mU7l+Pjl0UudQFFkyn4e4edNDIWwMefG3fpuVL/29GWipOcuRGrwk5u+4lXt/6mfw2xYpgqcsCnplQVkWlIXPG61ZkpLx60ywIXZeJGyhADpn6jIXsp1BmnLlbaiclZc5T9Q2B58ta6/eK5JfbxVUHEE83vfIh/zMuLH7n4LgMU69euMyO3VolEz5yycYFJVIFEC84dlJSWKYssTSPF6CR1PfIClJedhc4J1HpUFdMw3aRkMWsgQochMUIWggaMtzX/oyc8uXmEmRKMJXvvQYMa5DiuzbvZ/Z2W2Uc9uZndsGwXbi5EDZbBjwQH4v7Tt4LbsPXcf6UFiuoYkQU0GY2cnr3/4ohJJIZ3iVY/nECqBRuf2Usho7+lwwYk1MSnJ19huayx16pw5WSN7sbYdrPPabv8HGuYvM45G2JaWKViNjTeiO/bznZ34Sv7iTxg1I0sNPBX02bwnicdS2waQihzC3qDaGKWaNA858WcyIsXNBNeM4l203FfP40RwW8p2u77riRaQvIo+JyNdF5HER+V/zx4+JyBdF5DkR+S0RKfPHe/n/z+XPH/1uvyMf4qZYq6hFYU0Vj9MC9IpH9grhxSsK1pYvNDzcTf24VW3ApfmYYiGq2QkPMf8Hl1+4pKbA3PL7uwKYYiRGw6iieOpTz9K8/DIex7gaUdeJ+YXtHDx8jP0Hr2FmMEOvZ4IaEfO/Fu/o93pTDNh1HHMx74n9B45wz1vexqlLQ15YmrDRevYdO8Gha2+FrQPA3H3KKzYu9wpcu/t39387pnlbfNJZAFhGZULxMbL02c9x+vf/gFRV09MHKhSA7tzOkQ98kLS4k9i0NG3KCUUdGyWfRHLQAtiQV5UpRGL30AbDrqP1Se7a85sxdYIG7FRGHj77LMLx3r3iuV2N1xTx9+bR6NSMh2LHDXb5HiXjs5sYB9CKqBWxo52IwQQeRYhZFFbg0gAlgM8CD3qIlODM0tQIO625AorZhwoJdXWOJPOIBFRKEpbakpKxqTRYbqVUEy4++TgLbctGXXFl4zKqDid9jh2/kbntu8EFtFCSc5m6p2hyOMySwLQnGSJwiisK3vS2t3F5tWZpFFmrYHUMd73+rexY3GuBE4WHoOaKKBkGyYIsb/QaxGkmODo6wUTyiUSFJNOG4FuiqDkAp4SkBmkbHv+9P+Cbf/jn7CDh2saCKZKSkmclzfHQJ36M2WNHacShzpocT4FLHpIlGKWUSFKD0wyJmbuplWVvHXbS/G/Bu3H2J8mGbWTPmVy2cvnOSPerX9/Liq+Ah1X1BHAH8E4RuR/4d8AvqOpxYBn4ZP76TwLL+eO/kL/uta/uzazGrhiNR1R1k5VMLqeJby3c1p0bgiH/4E/3hSY+yd7VOVDXB+vmuoTrto3ENn8ui286eMRPC2P3s/LxJiVLiBbQpIzblrXHv0VYG6JOCIMeUvbYu+cg191wM9sXd5qfdNnLPt0y7e7LwjBJDxTOIBrvOoqi50d+9McpF3fz1ZNLfOHpy1x3z9txochCme7GbuLaHeBg/9ctr0u+4Vs6cZ9PD5LhJXWGmXp11E8/y9O//CtMlpbNrxshiKcUR+wXHPnA+9n74FuoojKqGsZVw6RpqVtLrG4aO9I2rQ1XjQ3i8uDLhD7qnfnPmDcokl9zL5LFn7lTTcmKf366PuPwkjvt72c0+U/RmLi8ablsg5pCy6SdIM4aU68hzwXcdDgF3tgWBDu6Z/dKxRGn9DfBJ9uU1U9oJaKpAAm5sxSMIVyDWDBuiCVIpBEL3rUW1aCpTmXsJEJsaIkkbUhUtFeW2Dh9ipCUUPbxc3NsX9jFD/3Qe7j3vgfQ5EltabMan0i0NFoTtMQTUCJBFa9WwFU9+ILb73o9Ow8f5+WlNV5cHrM2Ee68/804DXi1tByhq8eSWbuabW/JpxD72ztHyI571pgEcCWIy+ca3zF+ESKrjz/JX/2XX2e/V0JbAw1ogyTPspvhxvc/yrVvOEErkVQkaibUaUSrNZoakquIwV4jkY61I8YwIyGFNUSJmFWpStJlHEv43ASSiQpJDXXQaJvBdztEftfCrXZt5P8W+Y8CDwP/NX/814AP5H+/P/+f/Pm3ybcD0t/+O8iMjhQZj0cMR7V1z2RqW8c5zl9tu+LmUeLb4ZEOwy4Kb6k3rcEgztvwTFPuK5K57wlWLIK3jMRNrra3FBDx0xe54yKj5lfSthGtx6w89QyDZCSfYnYBegWDmTl8WWY4o1P6+elGYMehzlHEnMG8V8PSnZkuHTlyDf/ikz9Jq45rbr6bG2+6ne7RyZZXUKaFfOsfm64713Wnfrr5mLe3sVS88yTJHXFwyNIVvv5//keGp57DkyicWH5lYbmW2x58A8c//COUszNGxRPFlGEZqM6pKU0baafdtj3SlAz7M2jEvs6wehtOeW/0qmQPMp/Gsre0WnflvN+UvcMrTl7/A9c/fmOC+YGoUwiJ4XiCRvOlRvPmmW9ZF8arrs60t4Coz/xk2Kx8DlLP+N9ujNJYHJkUufi0SFIaN0ZlYhBgY6I1lcYi41KLz8rkLr0cybAUJiGPKRK14soLL+JW1whSMFjcQW9+gZ1HDrDjwG7r0H0iiifFQE1rwzevRN/See10tE3xfmpHMRhs4yd++l8yHsHJsyvc/dA7mF3YmZWhDnXZNTGfQiycQ6drTiXPP7Ie0YHhzqpIq7iU15caHOGdEjRSnT/Pn//7X2B7NWYmgW+9sWtiwSgI5e3X8/AnPoz2B0SMVhkc+T7k9R6DdfAuIgR89moxZq0lGWnygMOpbdzCNhy7rF5psgIOiE82vA3Zv0Y2/Zle7fqezpgi4sXy+C4CnwFOAiuq2uYveQk4mP99EDgDkD+/Cux8zV+goLGlaio2hmM7PvtgRcd3LxRbBB1ZKKCbg8buT8e03izaxr/2vsB5W7hdNFmM+cDuhKIIGQPPWBnZj3vadW86BHZFN6VsSLV2heWTp3AKsQzM7tmDCwVlr0fIUlpQG7yWhdHuQuarxy61xh7T1Bwr0+i8D7z/ve/nrvvv4KM/+iHKcquFaQd55AI4vdH543nY+4rHrZsWqc4HxDt7MzjbJMNozKlPfZrlx75Ich6fo8eC8xQa4bqj3P4z/4pix05I2aEwe5dbrmZ+uhgDJqU0DSxOKdnzzZ4tXsx7HPKMMXf+3RDSeLK2QWqeTXjnKTIDp5tZxPhdI02/89L7J2lMknGvW8dodUJsKtuouy1brbB1zBC0JUqdMWuTt6taNycWtEWhfXOdbGtS25LUIakPaqHP6oJhqQlQj9cBGkraDBmo2qA7uYD5c3chDdYNq7dhoZIoVDl/+gzbew5flgzmFyl78/Rn+7R1otWamEa2znLg7rTKSkNKaqkvOaRbYpoKj7wIN15/Cw899Ag7t+/jXe//gOkfnJHi8quSGRc2nIxRcjOUoSWxDlXIBlt4AyXc/0fduwfbll3lfb8x5lxr73POPffd6odud+stgRQkZD14BAOShRG2AYMAC2yJh1BwUckfrkol+ceVVCVViSt+YBVWrECEEE8bKiBkLCpEghhjJCGQBFLrrX63uvv2fZ57ztl7zTlH/hhjrn1uo1Y3klA6q+tU33vufqy99lxjjvGN7/sGQEZDbQnJhzMf7POf3vp2Lt9xFydMSK1hZNqUWMuCqzfcyHf/w/+KdOIMVRY4OBiNTXPqnmo0TPUQS4KwYED82jKh1pDqQbxRI+6AJEFl4demeT3UVCgt0Yhgrc5C+UJ0wCckeY9hqC8SkZPA/wk874k87wsdIvJG4I0A587dylSrW7PWFvzsTGl15vf6efSblTmLPRq4wS/OOHoQ9sk3dVZZzq70MPs8g3PHDS/pgXk6i7NJNkrE/vqy+QzeILz7Lrh4BVAONXPyxEnSMDAMY+DrBLYeLoi1eeYrUJrNlp6ChhmNv0cLlOzUqdP843/833PTDbdsvESOnEdcncDK/F/c++N6vN+iGeiKLQ+4Yg495CRwsOL+d7yTu3/932LNGSSIN85SM6YbTvPVb/gxdp75LFd8Ru9ezE3CZgqmEQOaK93nXMRnH9bYcI+OZZKorHyoql9hC2irN6DhCEQSUFftI+naFx+443tMwAeAZwE/zV8iMRGRnpicf9Rrzuv71nPnmJr7ju/bRE7hYCeVRctxo0ZzXBRiqIF1WKBI3MSeuCQdcEupA6YV6K6gjGCJImsgLGvUOfepeiO76SpEOzFMQH3NNfE0WwGzGLQbG3FuhhZj9el7OD1mDiWTj58kj0tqSqyaQnEKq/dc3CSJqkgyKgUV55SLuaNhQpzjrCBmLJLy+h/7UV7w117MydNnHVLoLFs8YNeASQSwFIG7+XXRoI0WcIe/DCaN1obI1P1eSK3BuvCBf/sO/vQ3f4dnbQ3oVGlq1HKIkXlwueAV/+VPsvWsZ2ASsysFaG3G0TsZtQ7VN4/mgzHMfBOuMgV10+8P1RasmhFtxOYi85Sv2sxnHUlBMQbLNNvIcz7f8Zfq6pjZJeA9wNcDJ0WkB/5zwH3x5/uAW2PxZuAE8Mjnea23mNlLzOwlZ86eYb2eWE8ljG3UF6x4xhivNWeKMgdtpwqapHnI02J0Vd3UhwKLuARbdA5c1ieiC2HKE82D6za4DV7cA+nRJuAcEHPi2qc+yThNXh0c22U4cdzx8T4zMhSCzmbZqP7cg8UN6udJ5VEKeqZvM//6Oc98LotxuWl0xYOFznBhvnYdH9cj2Xa/bkhY8gSOnIbEIim1wtX3vZ+P/e//msOre04KEG8DDSqUnZGnv+6HuOlb/walNSaz2TB+zHmuIMC56OsQMw1JGTT48JFpqWwofM7PZZ63GKtjpgL27yQlISeXxNv8777ovzSkxBMTM3sRvo5fxpchMTm6vs+eOcM0NQ7WB7E5J5oKVtytv5nn0aKGZQ+eUrPPYG3esAX3vxDJ0DK2e429/Utcu7YmrTLaBi/PRYEEqVLTBElRBmeQMHF0dBpmtBTCFXRm66DmzVMTrBmr8xe49Ll72SFha1iePklpGSwxtV65VrchFnF7VmmIjR4wtdIl9/7uzdd4t7VV5dbbn86rX/3tYDWgB5+1KRaN7rl/45L3rEZKBKrcEGmoGFX7oAQfwivq7yYI1MId//53eNeb3swzdhJDLSCTK1N1wQPDwNe89rXc/vKXQTbWFj47QfsTc9aTG3MZmeI9Bhs8pEvQJuP9m2jAWg6FYiOSbV7z4MKcGkpJ73X56EKdxVSf/3girJIbItNGRLaAVwF34AH8NfGw1wO/GX9+R/yd+Pd32+OBkAbrlU9eJwJjx231utPfvIyXHp1R0KBVFqPzvKdpYrVa0YBxsYWKUtsUQVQ8yzX33M6aIquzyMZdbRWfdwMzHIEb+pmICFpX7H/y02xFdiu7x8k7O2TN0KED82eIOo6cQtjT6XstMPPeZKEHZ+mwDj7KC6Nz6mSzm0QgP8Lnlt7v25xvZ2H0qkJFGcaRhShrFD77WT765n/F6uFH2JntdP39JAknv+WbeOb3fB9NhLX5YAgkBZyzwZtbZNVWm7vPhdyxtkatLmpQScEO8PdISWZ/hp7gYEZpbr0zv0eKoQNmSErkwaXaX1J38ujq+jImJte/MEyTr28xi+as4/yEgRQxaUaC+eRFpfiQAmnuHy3EuLGLcO0Cq4tXWZ4pDqOMAbc1QaQgMpFMycUN0OYBxPRAGMlBSOfp8KF4UBFrqBmpTVy88062Dq6SmyClcvKGszAkqjqQUSrU5DTEhvigYnOmkFMb8c0Atxr2ASGVFFzlYtDqRFKHxGoFlMikA7duLpvX6HXQQGbnUBfW5KaxHJx4oE2RBgNKbnD5w3fwe//qp3nOycRCjZorRT1AXxoTZ7/l6/j6H/g7LtJTwQaly2AaCRN3R1RtqBbAP0PC1adNjIaTKpRg8whQh4BI4jsQh23MKpNNWJsQXZPwFoZI83mWX+B4Ihn3zcB7ROTDwPuB/8vM3gn8N8A/EpFP4aXiz8bjfxY4E7//R8B/+3hv0GXmXcChojMmRKgB53vTjozT0ozFDrtcjOSUKaWwWq2YponlYgfVRK3FQ2Grs4Wram9GHs3Yrt/jOu+4B8CUEkezVxEhHV5j79570Oa+xHLyFLLYDmzbb1TB/KaKLLbzjvsg3tKn+hw5BZn/YJQoHUXVmxnx3joPHwiGxUwt09gA/ZV6Y7UFvj2kxGIxuGMdxnjtGh99689x5SN3sBgGFjOEkhgNeN5zeN4b3oBt77psvRoS7+kNz6Awdspl6wZePhTBmlFqpbR+bhbMHovmqNcbMn/XErxnc0pmvI8KXi3VwpiUxZC94fwlsAG/EomJgXuFiLj9acueWeaK5EMPDpqip2zhBhidQvHhvlRXTForjFuXePCzh+zcbIz2ILJ0HDUhuIugUwVTG+cNodKops6rjgDiCEnFmrf1TIKWFmKvZJCpPHTPvZwcKkWh6ABbWzSRkJ5H85iET0dzu1hHn5q7/LWYv8hswBr39qZyckZ7QtJAz8XiOwlDLXM6pfp5t4ByOpzu6yBw4QZq7mM/qDK0SnngId71pjdxpu6za5lcgo7ZjINl4uDWp/Dtb/hhZGfJlGGKQSoGIYBSpHpvTVqcDw1LiZTwxqIVKu6oSY0s3zaaD8/6+0ALFwF5haFkG7zxqYmmjU0A/PzH42LcZvZh4Gs/z+8/g5eVj/79IfB9j/e61z+nB0Kdg/csfBE7knX3tmIkWbF95+yqytYqh4eH7O3tADH4mgAAIABJREFUsVhuI6rUsiZnX621hd27CEPu7IrNbMoOwTRrs0mTww44zSmCk5lnoqoKly+wuniJZEqtBdvZQscFSaXfh4DGjrvJgLtfshnRLOrY+ubzSTy/i4Z8qKovAoyYFGKeHRCBD+m/QvvCs0b1ooQhu8E88bqpVh78rd/k4d95FzlnFkko5tBEAqazp3jGD3w/W7c9kxbBF+mfxT2zk27ETbU6VptSIg2eiZdSmErBrMwugJ75tcDGXVzTP7v3H3zxOtPEvdFbw/nigct3BW1nynyRx83A2wLnVuDfmNk7ReSjwK+IyP8I/CnXJyZvj8TkAvD3Hu8NTMKrQlpAdgrSaLpEUgVL0AQTn0RkMuHe7sW/Q0mktvDqYytz5cJtXG4rzqzW1CbYAqQ1qrh02ihoPeYc5lS8WRnTlNx6dIqN01krbhXrQyvUYrOIQQ+6Klz73IM8ZRg4MKWmDHkBKYWgpzM5fNh0Mu+1YNXhmRROhbZAyC6eqYLk6hzyGA5hDdQSler0QbW5OmwomowalQLNvylpuEOgSoxkW2MoOY1kkuPKpdFWe7z/bT/H3t13ck4EmaBIhQqiW9yft/nO1/0Iy3NPZS3K1CtXE0gVKU5NbOpNx5bcxySxINUhqv5CbeuwBE/OgW8T2haMo1cMknF/E3O4xKKvI9GUFAsxoIWv/hc4nhR+3MB8E6roJuuUOe+cs+yOU3cfEhVhMfjNX6aJK5evMNXG7mKbWgrLhQ/SrXXjKdJVmRs2QseUnQ7Ym2xzcNBNRmkxqKBXBvVzn2O6dIVaKqOCbm3TstvI9hAcSEl8PqHi3fRGeFQHVuu20pttVvFxS62FlafqDKv4wzaPdS1CL7EjCZ3ZGYAYaXDVnheTrtk7/NMP8ZG3vIVUK5oTJTJcbVCObXHj934PN37jN6Oa2J/W+Pgz31BTSozZVayltnlT69cuq84VRWst8M04fwvKY1gbdKGTxWN8g7J5GhLAVKsrOJNvhFTbZFtf5PGVSEwAh98Mn8SeDEqmlATbJeCNFnTq6kFcIdU+DT6qijZRi/DB+x/ia557G219bfYtNxRT9zvJNbucXQpVClBcKdwZtLFIkiloF91ENqgTLu4ZyKZom1hdfJikxqqGSVXYDDgNr0RTTpE8UVsCbWhLMyyCuKc1Fj7w2rDqabWoY7ledTtECl2C4o1FZ1wFHbA5fNnRclEJyCZ6KgiDuFZAk5EPJj79e7/Hh377Xdy8WJAO18HyMKolHswLXv79r+GZ3/QyDrNSJaHNQHuypAwxtb2l6jRiCIqmM8SojWolBHvBNsmTw2AlrCQQrPnvzDKzF4mIS4oiCWu2plmBsmAuOz7P8SUUmV++Y4PnAiE3b615gAjAtvMjOxPE1V6JMXy4Sy1c3bvKpYuX2d45jlljsRjJOYWaz7/wRR4Ycobrpodv1IYbV8GManhAiweg1hV/qT9OmM4/TLLoTFtlPHECcvYqYYahu3lVAzkyEWYOYsQgBOaffrQjVdNGXBQbCpvNTQPrdWiny/YtWCoyl43+nh478sMPc8f/9mbaI4+QhwzBm9bWaMsF49d/A7f97e9k69Qp1s1HtfXvJImyiKBbq+PatTkOm5IyJqf61aBkOnUwzIEiNKfcsXH/xDlYNUZsjrg7o6hQqnu0g88gzfE8VX+dJ/vhU9gji7PmmdYKqD6Oz+LzSrAOYKSlAZEF4IN802j82Z/+CTfvTiz0ABsVZIggUH0zbAuyHXPI4Ij7nClYsHtqEoyM2DIaoK4hMF3RZIUP8HUhjtVCu3aNYTJkbdR2jMX2Lp3lEpEYMyGRyLMpVQ35PND0SOLVocaNKrk5qRzEaXY1XltTkPgiE5XW6FwLNd/gvcpwq9TEwKg5MG5IpbJ395384S+/nVtOH2O5mkiSfMpQGjjPyNmvfykv+4HvomxtM+kQCUODVrBmjG1wjxEtiDnU5UM/3OhLTSAXal1TzTfoZuYb4DqTkkNdksCkUHCTrxbJS55V2eq2ula8CZoySOGxjidF4AY8yEWAlsA/naoEndHpmXHgu+pOgjklzNzn+YEHHmBcbDPkzNZyYDF6ie2Zsz+3j7lqsoEh3CNlo1bqQXv2Pjl6mkd3SCpX77qbVHyESEkZ2912fDmaaC1yB8JjowfZGZ6J1+1YYT8MtzmotT8uIJb58f1x3fOAqATYMHHwz5WjcWqxUTQgHx7wsZ/5WfY+/Gc+1ABicK93++32p/GMH/whdm++GTDfc/wCoCKM4+jZTqs+bKLW2Uujj5EDD+qlloAA4iTNm7SerXuV0KKi8EfEdVeFaOROU/WbMzbMzjJIOTN8CRn3V+Iw3EyoRaPWm+ErLBk1ZCPOAHRDojbLAj3QWTTJ77vvIQ4OG+duvgWK+XQcEtocWgBDmo92a1KpWjAqMonT2Rou+jBhYESSJxGOz/r0pr5pIhVYc/mhz1EuXqSuKtWM1WIg7Wx7H0qjchPfmF0wE0mYdnM2IMRDJi0SZcezm2Vq8Wzc8ERMTH2El8hcSZSwopRENFkdVrHIxjV6J4PlSIqU0Yy2d4X/561vY3jwEtv7lUEKTdaUpkw2sHzGc3j1G36UfOw4a8JtMJK5JoZWh67UDJHqE+01EiFLMbTZN+H15Fm8B+2CNsEORtLSq8Iq5pAXC2ZBkjmzK5v3fSYKzfwaqE5g+4+5pp4cgTuC84bqJjPm6UfPjuPh4hn3MHgDrpaJi488wmo1cfqGs2zvLFmMCzr9zTNU95rusHBAqEC4/qUNa6Sr92bRSrz/UbqdiKLTmkufvhOJUVzTuGDr9A0hatlk0xq0wFrbHPjs6Ofrm8jcpLHApruxkm0eOD9HNpvKfF2YG3wb6KmXMv4gBYZmPPwf/oAHf+udLmUP2Eg0sdDMwdkznPu+7+OG5zwXzdknmDRBcNhiMY6IdKZInedvuow+uWGWCC0aifP0G+kCqcYwZnI3EAujN0kacIGRevUD1OL0zV5NuFoTz0I7JPMkPhwNc5itUbEmFCo1E9myQTebwrFqUnPoK7nadF0O+bOPfpznv+D5UBRs6dd78IajmCIyON5Lt281N5FSC1jDQCb34RYv11EodAsHBcm+cZqRrPLInQ+Q9q+xnlYcTsZyPIZuL2JIsW9E2iAlo1L9O7GguybnkYtEHyZ5gmM5oclIsYZbiwHGnaoYgFlFfJL9LE6L0dHx+pYy3lRNIaQ0qBkhYQU+9Ku/xT1/8F5OHRZsukZJK4pUpgIP7uzwsje+jsPbbmElyV/ZGsWZ5whbNDFKz1jErycthgBqbEraqKueVvpgkZYKtAVpNxLNKlArPv3dewFOWvC+Bk0p1mg1qq6EOx5+gfD85Fjx1wXknmHoDDH4RhjNSjpEkkjJA/xqfciDDz3EU248x/b2kq1xJEXg9Szdb3BViR31SENS/UL17LpT2zr9rwdT63hO/N7UqFcucuGuOyOLNg7MkOUS1TRDHiLm8zGJvnpkkrNs/sg18FkNMj+3tE2D7mjF0eQozOPSdaJZ6GpEz9BSBG2zRh/2gAh7H/gAn/2XP40eHDCKBfbpIpurw8jx7/4ubv7mb2GxXHpTM8yPJLkiNcX511KZanNnNvXPlVPHpJ1Jsp5q4LviI56skRKMw0b9iBDmPP799KpLHFWgTIVeOqu4T7pv8Dqbcj25jy4eEaREAtKUra3KMABqFC2RvXoTUdqIkP0GV+O+e+7lpptu5Nj2LqJLZ+MA0ipNfdwYLCJT9gaa5/NuzJTJ3nC2RG6CtZXLwDsEWc3pdSagGUNJVC7d/wDHB4NWWashx7Zg7Cwg138aPsEm7PsQS5g1qjqvT0ww24z1pUqYbMFaK637BINDSc2rWYkZkhKJRxV/fcIdUS0w5W6tmoKEVgp3vufdvPdXfp5bF6DVMXCtS7Js8+DWDi/+/u/n3IteiOjAFBVGV2lmi8amVpQJdAoV76aJqFHemlVWZe33dlWKHNKYaEvIxwwtIdvX4JZLsFR6kSxQxPs3zRw2qg3fnHlsCPDJEbiJoB0NPUHCqS6yynCEA18secykHA3DUrh6ZY/WMqdOnmIxDG6PeuRm7nxsiMBoG6hC1a1Be7CefalDxt0zY+GoVao/tz5wH/X8I7QGWQQ5cYLh+C7al4BHasYxz81PmTelYH94dI9g7GcIBAtkHrMwQyX9b0BAMf4MN62J4K1u3C8K1oqLXqL0Tlev8vGffzvXHriXxThgpjRrHuS3BsZveBm3fvt3cPzkCZ9j2GpsQM7ESbqpHmoN/rtAtwTI2W/m2gjJu4F0uMjPfRydJ942Bh3zJmuBs/tfhalVSi2xZwqEb0xfEarJN7gn8WFAq/H9ZSEPglpmrC08SuI7LyHzbwuwhQe7ZpgVHrj/YZ79zGdGXzESGms+ZNa8H6RW3PPbiv/OXHqSIuGxJi6FV3fPs9aYzNV6PSmChMjoRmfryqVPf5adwb2iTRN6ZpuWzR0L48gLN8nygKZg7i+t1TcRC8ijaReixbrVNWo1muqNpL0DUt0GQB26M/PEKDf3bBFTF8REwzLhDVjvvRj7d97Nu9/0U9wslUUttMH9UirC/TZw6qVfx1/7zm9j3F4wqouRGtUHUbSB1Fwyb9GkNA1cO2ZcQiLVhEphvVpT6oQZTDiObWlgsVBSwe8vNUwLkFwRGt8N5mrJYs668kQ+1N3ZoHPgP8/xJAncnZfMRlUYTbiInpGFGUNWhmCFtOAHn79wgZOnzzCOeZZeX/8TJZh1E6kjzJHuxEcEnxmCkJmiN8N+vTEYWfH+Zz5D3t+nRAPuWhoZdnfn1+oZckqOx7VoQHZesj+OjpPM6k2zTjt8jKsV4gkC6ycsJH1+oGySF/MNgOYYq1474K5f/CUO3/8+xuQNLwtUUFS49vSnce4HXsupm27Ccna3MiPok9k9Qsy9tGuttFLje4kNI+vse15KZV2jNO7XkkbOOg/J0LksgVkZu0lGQIxS/CL0qddeVQTkIv65S3nsJs6T4fAEK5p1IohUtyydDJv61y/UVEk2kOtAsuB6JLh06RJ5Z5txeysCrHOIC65ETZ0cFl98U8HUg7RJCsFT7A/mfGshMYlR1KiisYl6MGxNaLWxvnCFw/MPsKiOZbWpcfyWm0BziEkcUhmyIHWznlQamYFMjn684e55FrhYD5YtXP569eXWs6RE04wPG/DPaxKQiLhZlJqzYqT6BRYBbWva3mU+8Pa3sjw85FhNft5aKBWuVmX99Kfzyh9/LdPuLitLTEJIz6EnEZYaRsGFTL3yM3xyUFQs7jLCQSkgOTLpFbJWpI6MYd1r2UfTYW6b0cw59Y5l+49Fnw02GhV3dzzqS3T98eQI3D1QB0zSL1aA3551irvcpazzLtxaZb1acbB/jbOnTnu2p0cDP3NQYc5NI38OvNTx7FBrzvhwbyKy8Q6J3/tKa0gr7N17H1sokjI5Ce30KdKOj2uqkRdrDLZtZcNxRmTeLDpkAp3yGMY0tWef12fWnX2w+WwyCxHAgsvtR5f2d37t+Xe/m7ve9nNuTS8uBW6aWGpm74YzPPUHf5CnPPvZDFvLMNCKaiUpKTn2WJoxlRKYeFxrcF+LFIHdnAHSavF9N87Xm5q+sWJKPRK0/VpA9/hq5ptyraEwDFqmqs0ceBG34D08PPiyL8kv+9F5e6G5YFuZTqlzewkBlgrIYubze5+ncd89n+PW257qlVMSp41m9xgR9YpUes/E6pwM+KaakTaEP81GRt6CcuiXNmh5Es+3graJR+66k3Rtj0GcS71fYHHLMc/ywbF0qZ4FSzQp1dwlUBOmKZqUCWlGquKBu3aFjRvJWSyicJcNQY9EdhonqRYNWInJPMzZuwXm3aaJP/qFX+ZDv/373Lg2hrjWrSnFFtx74jiv+PHXsrjtFtZJWdN8rTbBm6OZAUOteOaMhX+488gtQbbkFYJUymrCqoFl59NTqAcjSwHWBqYYJVhhvjlpqi5nF4Lm6JWrqoQxloEqKdwyH+t4UgRuD3B6JMj2wy1XLTLXnNLsJucDfCvXDvaRtGC5XDJPUnnUB964CvaJNjZn3B0iAWb2xXxe4lxjbyJEsOw42PqAK3fdxVbysV9tXRjOnCVtbTH7GZpnh4ZQWmWqhRp85k4n7Od39Dy7arAFHtA9Q/qp9cbQHDRh5r8fzbaLNaRWTITVHXdw58/8DKwnzFy2jjUWYlzdHjn7mtdw69d/I8d2j4dSc3ONOjxSWgur1ho3fHxf1r3MgyMedrddaOCXwg22Usz8FNybOgW0E9uSo3q9s1/xKSVypJoIQVTf76ZSKHX6YpbdV/TQoHsFsxTMLQDcTtV90Afb8jFWigc4q5T1mquHVzlz/ERg2gDWmaXIPOfTEwVLMldq7hsSLU8zaN6Ac1obbtLUbU97KPCsgbEesnff/ewm9z+xlGE4xs6p00zmQ3rFSgjmfO01JqTV2FyV2Z5Qqw8xCL9p3446AcF7K9Kae4ZEo1ox1KIZWRPSBrS5orrFRme4iCVjpKly8U//nA/++m/wVduJVENBakZlwUOLXV722tdw7oUvZDUONE1BS8U55dW9YkgTrsxpJBSTIZrnlUTy4Q0CSuNwtcKnsxdqWiOSySdGhqV7vfTqMVy6/aeEBw2OoVdrVEpUIwPSkn9nxbnjj7me/orW6V/y8Gy6TzLpCy/acWAx1EBjKkqLnbnB3tU9drZ2SKljvNdH7aM2pn1jcMe6jle7NPXo2K+/0OwSCUzRAm9XbO8qe/c9ANW5pTVl0snTtFACSjQNJUWJhFFrpTRvgmgSNOcNlS+uQ7XgdJv7OnSKnT/Of/Q6xJsNXBHlSQ9qrVYmAT1/nj//p/+Mg3vvJalSA1oYNDElY/mffxPnvu3VHD95AkvqOFvAVm7CxQx/9Ax4c418/Ns4pGDLOOfaTbwEx2k8wxjH3NF5OgrU/VWs49zSs+3u1uiNUZ9spGSReXNtrbJar9nZ3vpiFt1X9Mi4X4YjBUIqwnghweSQWSIz1kw252S35Bjv3nSADKPbO4Q5lymYuG2DUR0KiL6KSyTXDltEdWfitqqObgg1ufiqQ2zMtD0g5RhGULhw4RLbg/uBG4l6bJu8vQs4C6Opoi317RY9oo3wnkYnE9S5mYcSbI0pVIOReiSfbGMkl+CbD0N2I7mofnG5pGloDcP2VFvh6p2f5B3//J9yW1u7riJVqhpTUvY0c/IbX8RL/s4rmZY7tDJEYuL3WBYjo2g1pFVEJmeQoSSpmPqUoKGNfp+pUabG1DyBqeYruoxLto8LOvmELWMKJ1MfqEBMG9LwNqlSKGt1GEnqDB8mEi37qnis48kRuIUZonB0xG9OFy14KdSAUqYw6wHMaLWyv7/Pcmv7CPzQA8H1WSxsTJg2tL/NuKAOj1wfEjcZrMx/cb5qu/AI5dIFpuZTew6SsDzr45s6K6J/Lo3XbrUxrdxq1sn3yZuC9FDmEdceLXf1u2s+n/7avQveM20PnEEjjKx5XK24+xd/icsf+BNf+CEiSrUhVlg9+zk87bU/yOmn3IDlEIN0V8G0ydamqTJN3vQCZm8VFWVIw8wkac0opQQoFbWvGMOQXXCz+Sjzde/fU698WvMbo7YSPQE3s3L63wZWmUpFrLJYLJ/YOvv/6hCvJYwUTpEOfF0V8yG91rycF5+y4so+l2pcunKZkydPRDCzDYQYa9yaz7Ts9sMuRU9uMGXZMz/tGoFQ6/ZqzzQqQwucwisaTf7I6fx5lrjHiTGgZ25geewEQHCQE0jCqsTnC74ya8zWOIHUjVA1FJL9/kqqwcX2j+NMxKh446cG5a6pOefQPEeeDU+TMFSjXrnMf3zrL7F94TLb64pSvVoxZaUj+89+Bt/xw3+funOSqskpljTnjBskMwbxnkKVqbcfHVrS5grdJkd8ggqHZXJuvgiWC21MDAtlaIKVRJVGDUjQcWxg/p7wIcrNmIrj/4pvVC1XUEHLFw7NT47AzZGAGfFLVOYg0cvvaXJDcj1KN1sXFgufabfBsuNZR7p7mwDtmfn1U3WuO5Hr/2zR6ImsGfP/r++/j3LpEq7la1zNI+OpM7iMd8P/Fgy/n7IrAMvE4bSm1ubsj5xis9qcc1dzAlgEs45r935ez5A8G5V5s4g4ibVGapUH3/FO7vrVX2WZBrQ1ikAmuu833sTtr/thzj7r2aRhmDH1Lj7yIOsbZCmTDzPoRd88AEEYc9psGt1zez5XD8iLcZix6f4N9UqhxSgz37zVbWGnaQ5wKl0K7XRE8E1wvV6RxyEgmif5MQQfOBkyKbJn7O9Xijj3FwpFLlL0ml8jc5rq5cvXOLF73AcHWx+KG4yl6qlox7StWdDxlMwQVq8u7hFkpt05Izqqx1Aqzypb80xTJzg8/zBMjXWb2JNMPbZFCkZQMl/3nQGk4sGwMDGtQLSRrJFtCAWlxQbmFDoC6ume83OlOJP6ccVidbdECZpiIoeyVKAWpsNr/NHbf4XPve/93CAuODISUhVrmUdOnuE7fuKNjOdupeQUgj6nEWrAPEkEk0KTQyRVxAYafZiEuFLaRohquFpjVTwrrzIhYuStLY5nxVbRjJcCeGCv5gOOW6tYgyYDVSrr4jRX00IqQrOJykSqKUzp7LFW05MjcDuWLEfwssi+m5uyd1c4EHIawj/YWJcJhFnFdzT4Mf95k6UehUKOZtvzY+Nc5sHE1hsIm9eiNaiF83/+UbZWE02V1Cp7Wzvs3nij23LGYuighoQ8vDNeptWa1WpFKdX5p+KZkPO7+wK2OavtVUgvpTyTYRapePkWDz2CM60//gnuedvbGNcFTT5tQ6ox0Njb3eXk3/sBbn7517FYjO4V0ZoPpMbmoF2ab5i1upWrb0jMVYGPEPOdx1pYsbYW52GYCDmnaFxKfN+E90pk2LXRBzMDrKZCmS+EQ1uGzHBMA6ZaWE+rWQz05D7EG5I0zzSTkJeJY2eEwYdN0qSE490SYQBLVCZWh5UTu7vuDtmbcObsDbL7m6Sm0VdPHoKty7LDY0NiQ7aedwcvKjk7I7TA7lhnRpWJi/ffz6UH74NVwcrEusHxE6cd85VMH+wMFUugZEbdZkiwboX1oUKqvim1wYMvnuFqsIFcodicnmjOO5+tlXEYxvnqAkfpwYRFajM++a7f5Y9/7Td4qoCuvDkqVai6xd27J3nZ61/P2ed9FZNminVs/Qgcquq4tR16D6It6QMQwO+r1HIMfzBEiruVGNASSXyU3iIZOgkaBllJ4h7GH1rNCZTqCBXTqjFNDavicJk6jXNRE5KSN3ofi1bGkyRwA3PQdsbBbC+zKblDRJOyZ1/WGrVMDMMQ2Wxvzj26wbnBt/v/j/KoH3UWc8Y7x7/m2auFX3ezBvtXuPDxj7OdRx9DlhLrYUHa3nb3sr5R6GbDGAZluRidyihQa2G1XnuzMpqiR4dG9P+0h2w5epab/3f5/dEvsmLY/fdxx//8v2CPXJyn3IsIowoH48jOt/0Nbv+br2axsx39gnb9hhFwy1RqTLKJjL4zXejWrYG7mm8MtTcgwDNDYMzjXCX1r0SRoHS2mSbZR8eVaYJ5ruimcb0YQ0ZfGqv1Cs0S7oNPbh439M02fJpHxbYq1y5DYR3MiuZWpHXL6Xvq606mynIYELXZ7GzDwMJhAa2QN2vXZfDBYlHPYAXzSoocTCnnQwO47Z76e7RKrmvu/cjHWK5WUUUJ01TYOnOWIopko2WB7HoBgsY6yoJsmeX2AaUJZcqIejDFEkh2bJxYZ1p9qJh/+VhpwXnu5xtEAnPoJ1kkV+qb0NUP3cEHf+5tPOdUZrFqERSVinBPXvLUb3slz/vr38B6UCZJFGuUssIoMQPSX6fqOiTuboOrUsJat7kqtA1+Hwatsaw7XG9oarRhYAuDdYpE0dwwyyC3gdDDevwQMGtMUmhaaMWgZKo5CWDMWzRtWNgVPNbxpAncHceN3h+dMx3wtJc0wSqR1id/VxbjkqwR4I5E7KNNyaO/u06M8xcit80OdxuLUh8KME+FN5AL5zm8/37PBMVN6NPZs+Rjx+bsEBEkGqD9fYchMwwDqu7RUWtlNa3dOe8ImN7xap/uE79+VOO0B9IuuulZsBmk/QM+9cu/yv7HPkHu4gFxtm9Lgrz8pdz22n/AzskTG6jCX9QxvDloh0HUEVBa5tQ+JtSn2EitBa++U8X8QUmUnFNsNhupf/+8xRql2QyVlc5fr/795jxgwGLoTVIopbI6PGQxblFKY/r/gQAn0ROT3rzObO8rSyuRgQ40W2Bk39gk1HsJVxpKMBHcNcqbv63DJubQgPprpTZQVWnSBySAaTj44f4eXsy4zbHlIPsH/1Vq45G77+WGHbeNaGnJqgnLUzu0ZFgr0OlynWmhnuSktkUmM2yvKAhT6T6UgtZgWpigTVFzO1mvH4fZrkFpqE14PMik7tiHK2+lVdaPPMzvvOlNnKh7bK9AUvMGoC24MC6Rr30+r3zt32W1PXKomaKGEd7v3fu8QWsrmh34Jtab6V7iI01JNsY9FJ5GwGqa3BzLvCoYNSGMISoDw+EdDdUo0XxMNsYGZWhYtx5cu0pLe5DWSMq0mmi1sLIWPumf/3jyBO4jxybbjRKdDXzSJSPd8W8YRkgd6w3gvz8/grcezWSjszf7asMcqFuU+d1/YzaNaS2M44NP/cjDrC9eojRBq3FYGnriFDoOXlKJOwqqJl+MUS8p4R2tR0yzms2BHTaZaG+WJq4P1v3o/O3e+OwYoZTCPb/26zz0jt8kq0DKNCpqXr+sv/p53Pqjb+TUTTehmqOMczyqmzcZnfo3zbTAzY8H3azqo8Qi228txojVjoMDbKT3Fo216zfXRquNWqJBZ9GUrIXSnPmShwUiHriJUn49rWlhE9rMWAxPboy7EKyiuA4mhi4TSwVLS0QSZkHds8lLdnPVIVtKq4q1ggSS0Mx9THJkd53bPMFCAAAgAElEQVR9oBHpJQtIoYY9a99sG04ws8CbW2sglaZTKDD9+02lUe/9nFeAVZhy4iDD9s6Ob7ChXDXD4T2FgK09mNk2ySrDcAipNxUdImlaY+ZiGLnFZqKSQAe0uj931XAwDD5JSCTRZtSre/ynn3kr6/s+w/bkF9gorFvjWk48fOutfM8/fD3t1CkmHVwgR59n6slUToZSaBqTtyQGk6REH3UmE0jtHK5GS2um1iiyApypo6LoFXwDSiBS/GJIaEs1yI8thUOgs1BoxsEjaw65ig33k3KBqj4dqRVkKsyj5D7P8biBW0SWIvI+EfmQiHxERP6H+P3PichnReSD8fOi+L2IyL8UkU+JyIdF5MVPZHF3YTkEJu/fNFNX31kY56hEaR0BLmW/eNgmiGHXfejrs1S/eXpw7sG6c7y7/8f8PBGyuElVEue8Xv3UZ9Gr1zioE1oq++OCU898Nnm5JGVlGBOLcSTnCIy1UmpjXULpJjIHsX5uSbvBDted66PpiR3qAWZc36LUxBqXP/AnfPZnfhY5PERxZz48n2N9223c/GM/ztlnPQtdDE7NmptL0jVqbqE6FR+0EDS8o+ZaAJocf1R1f/GG0w9bq3NTRbB5Os6joSr3Fvd5haUWpoBMSqnUUmitMC5GjMpylGhWe7a9f+0gcFlhHDLjlzBI4SuxvjNudYt44KzWsJK4cuOKB65tQ15441rM6aNmMYeysWpuQhSAoTN9Aj8t2lzx6PxAxAbHWHGGShXBQkjVxChpTZU1RnEJdmoOj4BnhepskXrhCuvz59lqBlapwGp7ZOf0CZCEtRGqN4V9nOpEo1G10XSi1JVDIo/CaXvLukY308ks3gMS8yk5MsMjnoTloDJioE2QVvnEe36XD/+73+acKNQJs8JUJ5oM3HX8NN/7kz/BeO42pnBkVMFHn5k33lP0P01rxIwR6OpRTzt6c1Czn2uLqrWWYJaQsNywliArGslHp+8qmWQDTYSJFVO6RonKo+iKVuDwWqFsn2W9vhmpW56dp0IbYLXuyeljr6nHO1bAK8xsT0QG4A9E5N/Hv/3XZvZrj3r8q4Fnx8/LgTfH/7/g0ZuIQGCsQtZMLROMg8fxpFHG+xJIOYP4QOBhdDvL3tPqwXeDZ1+fXc+Dg+0oJn40oPaAv+Fjp2qMdc3dH/kz8rrQxgVmlb18jJuedjt5Mbj4ICWGnN3GEyi1YiVENymUX23jcqYyt4se8zhKm/O/M2fHRDZ9+MlP8Il/8S+Qvav+/jWK2Va4dvYkZ3/otdz0wq9lXIzB1PD3nUVNuONfVyxe96XgmZ7FAISc3avcy3egGrXEphfnlaRPZd+g8tdn3UZOiTVQJp8EUmvxqUWLJcO4hVJZDIMrMpuxXk1cvXaVE6dOMoyZIX3JJlN/5etbA/6LaOGbWVUW45LLd13m5O27WCsOA5piso6KamA6nMhbLQKHV32m3Q6hxaTzhIn7lCBQ1XN8qbgBlZj7hMSQDJMUVDzfHOjmUiRSW/HARz/Jwf4jZGm0OlHTMY6fvZ2TN93MviQSyTeQJpB8oo2p92sG3EaiNVdG+lpoKN5Y9jqqYTUmAil0v27BSOoBXnsfxHwQeBKDsuKRj3yED7317XzVzoLFYaOqe3LDNp/ZPs63vvHH2P2qZ7EaEkWyN2ab60SAmHNZQVZYWqNlIJEwiUENGMYKbcKgS7/3zav+ZsqqrfyeMN/0KJktA92Htux6C415mRKIjFJwTxKpCYaJ1d7E8vQWQxWWwwmHVbRQpwqjcP6+g+uIEY8+nsjoMgP24q9D/HyhGPNdwM/H8/5IRE6KyM1m9sDjvBNdVua4q/+/1IIFBiwi1NbcYlSIwGGMOQIldmSH9+z56FgrEZll536v90Ci85+1Nznn3N0xOQsHwbR3nv07P8MyDazFSAiHx3bIx3cZNKPaJ704Vlya+xgPKZPzxiCpBLUOMxfFzONJNlh8P+f+u/73Dv90SK4JcOkKd7z5LRx84mMsJYM1TDILKuudLY7/3e/hqd/6KhZby4gk/un8MnSfEHP/7OJWrH56dt37qwpDDGUOMglATDBxl7rN4gjXNjm6BwQzohkHhysW48ByObJaTbS2ohYfj7a73MaasbU10pkspVQuXbnMZIWt7S1y8hs+py8e8ftKre9KI4eytA+x3UqNS+2AlLcoxZtgEjMmaxXSHmwtjZQrpYy0FEGhmdPmrCEyeJasRg0FarPwg47AmKp68EJBYoi1CKaubBSLwGrKoq753Mc/xslcsNpYi7AvArvHYWvpoHt2t78szvsvcuAYrixRyyjeTLVoUGn1DaumhmnX2fvGbhLSfAxR5z+bBWNKJLBnoFb277+f3/ypn+LGsucMGXViX2mZz44LXvyD38/tX/9i1stElYSZIm3yVxdPlKiGSsHS5JTGJtH47WyWgoiQbIlI3vTBDAqFarbhr5srJHW70eiDq50+3JufVQq5bXlzUgslJVLKbB+7xrH9E+xfXjlGbs7AagqrvWtcvXrex9o9xvGEVryIJBH5IPAQPiz4vfFP/1OUi/9cfFQHwFOBe448/d743aNf840i8sci8sePPHJ+DhwOWUTWqxLDYf2ur80x0QinpJRJSdlaLrw5Eu0SAI5ItuP95oCYkmeCOWdyHsg5MwyZnDMpZXLKs12oiqBZGRTIGbn4CO3yZdJySVbHxMr2MXSxBa04zLCO0q2WMGga47U1jLR8OszcKJFwwQsPkC55N44o0R4Fl8wsDww5POSTb/8F9v7wD1mo78WlFcQqbVS2XvUKnvqd38vWsR108M/GvDHEqsRpeXWq1NKuy+S7zlEkzKaSkjtMQ1Qx0dB0PnAw2I9k190Yq1/T9XriYP+Aw4NDxjyQNLsxVVm5WVXOqFQWY/C2mzGtC3tXr3Lm5CmWaWBah9f3F4yzj3/8Vazv6w/3ikmtkpq74RmNoWVuWBpLcTFIU3f7E4Q2CfLpRHpkQMTtAzA3PwqtjAe/pj5VpcV0IakzS0ODUgeJLAs3fpJEsuwcbxwec4ptYhAhlYnL993NidGn2lhTVpKQrS0XnhlUCk0PmeSQKV2jiZHYZrBF6GRiPBcJsRHVkZoaVV0taZ4N+aBvwnOF5OyWltGWPXDjfvupNuq1PX7/X7+N5T33cmyvkMoBTQ8xTTyctrn9b76Kr/lb30w5vsWkI1UUoWLmMKpU3zDBKDJhSMAxAhpBXgmLC58MBNF7Aao6dRGsu7t6npmcb2+D/7mHHyVRdI+99gCN6lOJKi6dbysu711G01XGM4lUxQcvi5AHuO/eB3nqM278QmzAJxa4zaya2YuAc8DLROQFwH8HPA94KXAan/r+hA8ze4uZvcTMXnLmzA0AQSWLRopz01BRVtMEmubxWD1opaScOH6cccw9gjB30SN7vn40WUxnSSlKfQ0b155x63WBDP+tmy2ZNybLA59jcbiC8OZIiwV7BsWM9cEh6/UqBjNkhmFkMQwMOZSI/ZV7Zo/MU380uKUtrsNU3eqxlBIQxVGIxD0+utDm4f/7PTz8S7/IWApKo481HLIwvfglnPv7P8qxUydJoxtemUA3co9oipnF5lHpDor9XCWuXx+U0FWMvnH4ZW8xWRwkRBzRlJnLvc1GIeKbhKhwsJpo1udtNqZpxTguaWZsLQZXlpoPCb66v48JHD+2Sy1OVZRwifxSjr+K9X1dYnL+AkaK2aEbxaMdLtDjWzz0yCFJB7StHS8WJalhpwoqu6iOJOnsjILKhKYCoYR1hZ9Aq2hrZMsky05jkwFJA5AwyWh13rK6zSPNKi2ahz7qrMH+Pqm6OZW1xLoY+zKxpnAgVziwKxRb06Sgts2i7ZJaphHUP5lwLxpFreJDkH3+pYnj601XTBz68IUafRFxPDrFGnKDKMPWE+/71d/gI7/7u9zSKlpdj2BVuMiCrW96Md/6D76HcuwYxUbcra/NOHUBkjWEiaaroNoJEBbQJuQmDM3pkpnkkCbiG99sViVocsFUFTBxOqS17JavLeCeYHdVWVGbsip7cw8iHRhXzh9yw+4p1sOI5JGExLzoyv5B5dqhsb21g8pjAyJ/qRrTzC4B7wG+3cweMD9WwFvZDFa9D7j1yNPOxe++wCp3uMK73DbDgQhoyqyndVRXRxt2Ptn97JlTM7TS8e3u0SCpszuC3ZDS7FESoCNWu/Dk6M+cY3ogD8zdaFz45KfRg5XDMLWyXyvjmdNsn9xlub3kxKkT7OxsM44DOUVWLd0LhUd9jm5CFfBQvFcP5pg3Ysu6sp4K6+re2n0DaNa4/P7385k3vQk5XNM3/ISRliPrZzyNZ77hjRx/yo0Mi2FWO8688AiqHdueykSxwmx21Wl2PYtIPt7NMC5euujsHiOCvPnCtS4cio1olklG8I+3buZqWDOhTBND2MGu60QeFy7i6ZWAGetSuHzpEsdPnEA1u+osrt9q/eWxdf1yru/rEpOzZ1FzlaDWcJJTKCKUY7s8fOAcZNOEqvdddKHIOeX5X3PWM8Nk3oNUDZc8RRlctBO0QE1CZvDsNfwxrCkmjZIaaymsdU2RQmkTRQpVjCKFtRasFfbOX+Lw4iXyysHmkhNXyyGL01sc1n1UB5ZyimzHyXaM1JRKwTR6QRKYewsGWG6uSsQbjmbJ/YYINz32KXpIkxXkEpv95j62deXO33s373v7/8HXLZQ0OVGgtW3268jl5z6dV77+dayPn2VKC2oCoUJ1J0uae3p7QtgwcYgk1QErAs0FPhaJkMRYPaNhax8/0gyHOnDDqGw+8zSHh4ojQs0Dtpg3M6tTOjPHqLpyGFFGbCmcP7xMYReRBaklLzTMU8TPfvpuTj3lOGadUfP5jyfCKrlBRE7Gn7eAVwEfE5Gb43cCfDfw5/GUdwCvi+771wGXHx/fBgi2R/HSpJfymtTN/FtzJsMRmfo4DoyjQ5KP5mQnDfViktl86mgTsNbKFKZJvVHZS/kebB3a0MDbEsN0wMVPfAxdB3VKhfXxE7zyda/jtuc9i90TOywiYKtqsFAi6h05PUFmwU2HblQ3g0OdEhjn7USWmctVimPmrTbW99zPJ/7Xf8bBAw+4Tau5nXxWYf/kSW7+kTdw/FnPIi9GZmklbPoAkc22aEi2UgjFEbUW/uN73+uzHg3P9tQ3zGuHB1y8emXuBLsNwyZ7D5xlDv7GplIQcSbLbDkryro4rkhz57qk3oyqrTp9qhqrgxVTWXHy+AlXcrY6T5G/du2Lt3X9Sqzv2QyJRtOKMaA2QBNGTbRFocnkFOI2hGMlIIlTNx7DmkZCGviqeRaYpDhkjU/DyS0yVfFJKsUqVQ4ptkKrT7e0ZFRxRaOJAu5Wl82hhYc++WmmvfOUaUWtE8bA2Rtv56Wv+FZy2mW04ygLb1BaQ6mIVmepGJhVkBKOj76WLLjmahpqzhycch9aQEjwmxWqVSYn3SJUzn/wj/m1f/JP+M8yPiNzWLOi0ixzzw038Ld/7A2Mp26kaKbW5HqjqMDmMX7m67Yac1/AEK5cvMz58w+jUkkBRSmKSuPihUe4dOkiLVUsGSbuOaKW3SVc/RtFBK4asicuHIppT+2CwYFAzQyDG231IcRXHrxGbYlinVljoM46e/DBB7lh90SoOeXRS2k+ngir5GbgbSLiVxj+jZm9U0TeLSI34AnUB4GfiMf/NvAdwKeAfeBHHvcdOqYtSnN6Lt3pU8QhhsP1xGI5oGGqk7NT7gQXkPSjNxi7yIYNQDFnecU2g201qctq+7gy/uLFUmvuqXDlEhfvuoddTZiFtektt3Hz855HGwdSVAnepOh/7p9tc36P3i43liwhNY/X8BkSLlpwfG3Ds66XL/OJt7yFqx/7ONvjgIhF6SbsH9vmKa//YW542TcwLhdsmoybCqLLzxsW2Xah1EC0xSmL+3t73Hf//TzztnMkgdHW5GaUMnH27FlowuHqkI984hPcdu52RBya6nk9FsMjOhdc549JxSmZOTslsJlbtOY8BE9cImP0zerixQucPH4SlcTBekVKypATh6s1+/t7fAnHX/n6tsi2k3rm1if50Aq5wbGkPkps2IHi7ozWDFmMTAZWHVf1iTf+BSZNnk3OrfCwSxADCi0XqD75JdVFhHbBaqY238czjWYSeK8hbeK+T32KYxawhiprBp7/qm/j1C1P44Dkhk9tQhXEGlV949BoMprKbGwl5I6j4YQd31ySNEwSzDi4bXpQHZxsRnnwAX7np97MC1RY1IxIpRa/lncd2+Gb/os3svOsZ7DeVqbmsze1OaXQxD3npaa4/pUiEyMZsewOo6nwh+9/P9/7qleBGTk2TKGhtTHubHvVUBoHBwdoyj55PlWsDS44Eu8jmXTH7erxfLfB2JiuQlpk9ztqhWvXDpCdXfeZMZ+u08RIatz/qfu45cazCAs3wfoCvZsnwir5MPC1n+f3r3iMxxvwk4/3uo96FuBmRLVUUgHyBhPNOXO4WrNcju5dK+IsjeRdeiGYGPG3jif3wOkjtjY8bSEy8twbdRsIw88mBrean5m2xqEo3H0n0+ceopp6piGCnj5L3jnmg5MelVx3WuJ1sAvXJ+GCMzV68PYK4Oh16dWCzs9L6xV3vf0XePC3/h3LIfsCRVhkYX9UTr3mNdzy7d/BsLN0KwA2rJEjkXsuR7u03TfAzSb40he+gAvnz7P3yQewqw+yxRWG4zeiz/3rfOAjH+EFz34Bn/n0Zzh16hTLxci09q67U6L83K01am3XMT/652u1grgAqFS3aB3iO9Gk5Oz49eHhisPpkKfc9BTW0xqCSQSwd+0aKT32pJDHO74y6zvKjTZgMiGsMAYYQIpxw7HTPPDgmttuUYoVkLWr9mR0SbR2R0EFnUgtRRbpuLWLcqrLxcNLw0iILlgWb36XCLBSY2NtICQfNEx4hR9OnP/0pzizGGG1omVjneDYbTf6Gk4x39ScreKQV2DSxb1O1HxPMutInMX0GsEVRP50f4zj9KKg1aGeZoI2o125wrv+5U+zvP8eTmTxrL4Klrf5nI4897u+m6e//IXsbyeqK/B8WIP0bcwr1yZeHZtWBhrGSEFQKZw4cZxnn30Kly48xOJYZn+q2MFVxnGHNi64sH+RrbLijk98ktMndzl37jYq4lRFwZu1MWBhTDLbdGANthI6wOqwsr29DHaacenyitNnTngilnR+TiuN+x+8yAu/5nlIau74+KUE7q/k4fCBTwan5MjQhJwytax9Aoi670aXUfdRP6KdSuhCnG6CVEpvuNmcjeccQb9nor2Wt+6Zge+G8fpaJtYpUe6+j7xaUdNA9h2F5VNugHGcF/GG/GHXX/bPU/V0+Nzv62iCxgt06KfGwOAe5bMIF37/P3D3L/8yWwFHFAojyjoldl/9t7jt+17LcnsbSR3Lt+tOoP/J6J5ZzWX9NRaLKFJX2AN3cOq+P+O+B/+c4yeVtLWi6jdyx0cG3nvnZzm+c5wXffXz0TT4gAWp87n3Vmw1N54aY6nNQyykc+vdla6Vynpasbs8gYYR+ZAy61K5fPkSx4+fBBK1Tm4dkBJ7BwfU2lhs7fwlV9pX/pBeFidjkjWpKqnFvM+hcuHwkNvTMWptmFVGloyWqbKi/b/UvWmwZddV5/lbe+9z7vCGnAdlplJTSrIlS7Js2ZYxNuABqgymmjYeGijAuAAH0V10VFR0R33v6GiiHU03My5cBDNRpooGM7TLA2Vsy7LBs+YxlVLO08s33XvP2Xuv/rD2OfdlWvIAGLKOIpX57rvjueess/Z//Yec6IZ9OZshFM5BFHKVwTVW8CRaI0Do087FmRBGcd3EHtFsiJiz5a36jMuReOkS+fwFFqPgc2DmA3kwxo+XEC94D9Fl8xRH+lVnobHQhRvb6dRxmqsCo3UxZYbVeyJ4h6QM6ovq0OE1Q9vwmQ/8Eac/8WluHwVIBqElJ5yRAbu/43W86h1vYro8QPOg+FJZs2WQBCUWr8jOBYMlxNkQsTQWVZ6xYzzh2c99iOeeehi3uYEfDtj94jt5ZNPx6NFz3Hv3vdxw7bUcuGYvuIBXLQpqm8epc5CFXCWjKVOgGpdRrZnGDWIMeJ9wkji7vsKRHcYYkWwYu1SZY8dOs2vvLurxAjG2X0WSuHK7aiTvUrrGPiF8S+ZiRw1sY+xVd85LX2+l+6/ALZ1UvY2JWdMWJop17nVdWdGfIyh0opxOeGLWpLkPPgAb+G2cOEForTPVBFEcg927yKXDl8s/0OWfb8u/L4Pjt3Th/QDVzf1Uuv9bkc1MvvIVHnnvzzNsW0KwkFWyEIMQ77iLQz/yLgbbltHQ2QTMoZru3/YeykyhMFiatqGJxpkntWw8eT9nP/V+zp7+PFpNmAaHVAvo8k6+dPoUM7/JX3/5M/bZ9fnk7HMqY0pb7D8xfruWlkyLdWvOkZSjzSxUCUXpPGtaZrFhYbxAShHnzSJ21jSkNlIPF/pUnat1Eyh8ZRuKiWIeN6WWBhUOLgd89ITiSRJy6D1kxDu8BJuDdEb8FF50bnpjLyUYc0FqY4VQcG61/W772zxGsk+00pKlQTXjU8vqcydhY4OQBEngxaMLCwyWF8zOoERtqWSS2CzKun07voIoSoJsC/1OmGXgRuFJO8OcM1Lw5oSTWBSlCdWWZ+//FI//5z/mRUsLJE0kbWkVzovD3/Vivusn30E7XiDHYNmdbn72ZZkrgAVK/iYggmMIzuGIBJd44rMf5pN/+tucefw+doczHNg1Yc+ultPrp3js2EO4ep3TF46ze/duvAR8Me5S180svAltspivgU2PLXQ4db4lDTlFc0Ekc7G9gPcD022oLw6CLU88+zTXHdhHSg3ZRVw2BewLbVfVEW9dsxXmmLMtw3pTI2E6mzGoA/Wg3lIk7ICkIAE29LLhlXlgQAieugq9iq9/ZPERSXb00S/vFTovcFewVh+nrB57lkocbWGBSFVRLSzZkEc7pZS9FynQyFdzMWULRc5gGYNqXHkc1hVlk/obzcuu8pw6zaO/+Etw/qzZtCZIWaiDMLnmIDf95HsY792LbPmcW65P/cXEbivdek6ktuHZ507y4Je/zKvuvYf63COs3f+7qGuJ1diWbllpqj2sz4asb57DZ0c9rPui5Ci+4M7gkQ6e6RgqHbTfv3Zxg4xJqYKnjRERo2mmrFQhEFPm0voaw9G4HAfKcDjoL7LeB6T2DK/ywm37WqAMuqNi9r9lKNJGT62QTzXUBypcGqPekUgGPUg39CnMCGyYmcRBW5oVr8bRdmbclCX3sKFxr82CWMk4VaIkNCdEAq4YN60efZY6zwpLKDPNDre4kzAe0yKUoct8hoEY7xQrmFYsBXWGbatkxGtRcIJIgMKesJGN9AELHoHccunJR/mrX/t1bvAZ39oFbpZbGj/ixDWHeOd73kXatoNc1QYHFVDBdeeUGm3PimLhaefErI08+cQj3HT4AMuLI45/7pM8dd+HObyjYVA3uJBpXI2rHac31mgk4gNM2hnBBTR7w/ELlz3jqLBMSQmZ3DEIyiIjZZvb1MGTkyXIt+szhsHjMT9uD+Azx46dYPfOHfiqomVK5WrzrXmeVXq3XRUdd0/h64aIBd8xGMR+8uLJRaDS+Xr0xRopHXakaVuapunhkToEhoMaX7ywe6pgqaqiFC+SeRAAaM/39t6j3lNNJ2yeOlkYIAFwTDK40YLZqJb/+irZK8K4rIjOzdG75aXrB4X2uHLfsrLwxfjJra7w+M//PJMHv8zAlQ5cM8NKWFtaYH/xHfZhCy99Dt5f/h4oHXE2eCSlzMED+7j1lht54rFHWD3xMBJmTMcjhpUZeS2EQF64jgdXJ+iwYTNkzk8uME1tuW5a4Q6+yJwLk0DK0rLYy88/e1kVzWZm2NM0DcN6iODI2b7jpolsTiYM6xEiwnBQE8QRYzSqZ1VRV/55YairbtMM2tlNGZyQUzKFY4Tp0LMxuogPG6g640TTmrdSrmyQJ5nkG1rX0qaApqpEuik1DpfNNTBjcEHV7+dsNUUzuEiWWMQnNSKVsaZi5OzpsyyG4gYptSWtjwZoKENJzE/EqH4lL1Qxj23EmFaYBWvn5kcq330y+h/YhcgVVS3qi51tYnriBB967y+wY2UVP80gDW2KRBzHRsu86Sd+jIVrD5G8RadpwbVdtvA0caVpEqVbznQ8skFQlsdDPvqxD3P8sYf40t98lF3jhjCISO3MmTFXTIfLHL+wSh5U5BbaacS8VCwDU1OnPrXzJ4mQozefmFyGo5QmJVv3H4sX9/m1Cdcs7TfevXeWuuPgmWfXufHIS8hOCTpgkIak0D5f19dvV02r0gtMMKMbM//bcptXXLaOohPWdChySrlIpnMRY2QLFq6qYqMqPXzSPTaXYV3/b4pnyGXeGgX6dg63dom8uoqqkDWi4sl1zWjntlKQ5p18h5PPx5IdjK6lJ79iUNfJ4LrC1tXbgueEdsYzf/QBzn3qPhYQW456IbiK6bBi51t/kEOvfyPV0MyKdF6v6bxYuveiZV9nVaJmUmqNlqfK4etv4MbdI577Lx+kkYCjRuKE5Ie4FGDbTp4+uo6kRJw5Du7eT5y1bHglVDXiHCFAzr64+1nRkM6CtHjNdLBWTolp27K0MKaJM4ugU+PxZoWVlZXeFraqPFVV0cwaE01lkCAEXLGevbo3EzzZ2NsaQlfm72KBsb7m3EKD4hiKFPYJoObuGN2E5EGnNRIrS08fNtZ45KHRJiUiVCUAWEtDYd2zqvQhHCIVqqZaFPH4nKmIzM6coqoCOkuWYi5mNZGLUlCTg6DFBMuSZjzFoKwc9K4bbhf4Qp2zgWlRLmqZXnYlyWHeIWl9g4/+0m/iHjvKTvGIa0lNhLTAqaXdvOj7/xnXvfylzHCoq8wRNBaMvmfHuL45UG8WsDkbS8kLXHfdIa6/dgcrj3yJneOMtmoJ9clb4IMMOR8XyLpBLLjJaZgAACAASURBVBYOdcCi3NQRs5lNKbZ/RLKdFyixhWFVVurZVtWimdgqEloCFWtrE/Yd2mZQYKwgRM6dvcTyUsXQCVkNKovSmIr0a3QkV03HTc+lFsS7Iuywqzj2m57z3FmiKhBjZjJpmM2syxYR6rpiMBhQ15aF2GHYUDjLMdK2baHA2YDFl6FlL5jpOl4KdHXxPHF1jc6JJDgI27Yx2rnzq/avdIBy2XJhbnTUK/vM0hfs+aeZY9q9HDdnzv2XD3Ps9/6AQbYrd1sGlsll/Gtezc3/ww8xWhjPeatcAZG84I7Hum7rc0k4ZpfO0EwusJ6UkDOXNh2DvMFgYR+PXcpcaC6yjrEXbr3+Jp566mn+/EMf5cGHHrWOuwrUtSVmZ7GyoZqJac5W6RYYKSWmmxuI2MW3rmqjCDpH07ScOnuS4WhEFTzDuiK2XQalELwQRJjNGrNEuJo3NZsDivAriIC0dFmQAuwIicGKEFcqqsrjEbyr2PBw0U9oZjA5X9FOHFQNMmjwBHwclplBJNHBIpGkLZEZOU1xRLxA0BJ4qwGxNFqcllDqLLSbG/i0pWucDVncu8+S40WJ4lCtUG+hEHR4uXRWB3b85cLo0CJas2t20SSUFab5zwikTGpmfPJ3/5CTH/sr9gmg04LdO1aWFlj8jnu4951vJo4CydWoBCRrSV8vvkMZJJrvimg3+JbiX24hIt553LDimaceJG2sU1WKuITQmInVwnZOrG9wsYYmJ5qYuesld/DIow/wlYc/x9psw+h7SPGHiah6ssvMpCFWCQKFZGB/cjMht1NcVBIThtXAarKZ7nLsuZNcf3gPmiMheRwtKunrnrtXScetve8z2vk/d6KagteqECobLBqOZbzf2XTGrGnx3grvYFBTBd8XTiscBYIpyshu6wedpVh3Ww+pYGU1OWhOnsStrxGzeRjgPKmu8QsL5X6U9ny+etgKcmdVcixDvP71O5qe7QMpjy9IOaLK5gMP8Oiv/DJMNglqeYzOG+YZX3I7t77npxnt2F7aAra8F+3+1bNVrAPfwpwpHtrkXEy9lMHyLqIbo7PztOJQP2Ao4HZfx988fhrnZuhgkWWpOLzvIAd37+P2215M25gAowqegGH+k+mUrutuYmSM0facnb6knJlODVPtckBTbBFxrK9vkFWpq5rhoDIfFU2EEAwKUtjY2CRqZnFh/A9wDH7rtg4UMzmdsUmSJHICr7VRy7wiE2GwAF7Ni7qRlkZmbJ6B2YYw2qnUyzNcDlQ6NNMkVwQ1pVpkN0N97FdyITgkVSABzdJbt2ZnuHLxvSO3DbOVSyzNige+QiOZa2+5jpjc/LjNpUsuLI5uDZkoODamjlWcdeFihkwASCnamd5OWDTz1Ic/wpc/8FvctlijrSXUJwlMqhGrN13LW3/8nehggehcsZ8wMUtGy7XQVJk2D7D348tgJUgi5tZYHggugXcVbdMyGW0w9EJOgrpFJn6Bp55+jHjNTgbOw8Sx78BOto13cubsBbRARUEBHRJdW+idZqbbpliEOUUm7wMxtTBxVNtqPAkvAzIteR2ib5jEdQbjEWjGOSW5iGCD6K+hv7k6CrcpJpVQprUihSeZMqrzUUhdG6aXU2YynTFrG2Ib8d4zGNTUdV1ogsWkqUACXcEC5iEFMo8KQzqGyhb5Tde5qh0IG+cu4DGRriiEUBHVga8uZ1NcjnjMr5zlh27waYBOeT3tanxHo7Pb4skTPPp//Tz5zHkqTGHVSefbIzdw5N/8G7Zde529f5k/Vsv77p7K9fzt+VsBS5/JPX+bYmRk9MBQzFCWQgPja3lgEjiVVhlWHpqG73ntW7h2zz5SNqN5p+a8SBUIlWfohhb6G1u0MHw0d7Jo+341KTE2ZM1UwQz/Rbx14s2U7dt3M6xt/zYx4n3o7TnXNjbZnG6yfdu2/yYgbjNiKtahWjITu2gqB5Jbqn1jRiPHdC2xVkd02nDh2Bq5cVxz4wLDhYjLIysTkmhJ5nldIBizi4igodDgSsa6t2KnuURrObuQJChOs8rFM2dpzl9EUyLniFdPzi1u2ZNVIBm0oyH2zYZS8iAzFpgQzTdFBSLmgOi6RCg1uMEJReAFxJazX/w8H/3FX+DW5ZpqaiZb7QyQmtPXXcsP/Oy/xi/tpA2e5BxOkhlyKQRnQ0IhmweM1zklV2zV2tKgYuENkuxc2Ln7IOcevp/aCxoj4In1iEfOrzAdjhn5EWniecO3vY5dS/twfsz1B3fabCLZxc9YJovg1lEfcO2Adi1Si0NHWmiXtpKOsUWAhaUFnAPnAtVQWKvh0MEDeCpEhdZNjT2Ua/KW8/n5tqsCKgETYOScChZYlhmo+c+UQluHYJS4yZTJZGJF23lGowGj4ZAQzO8iFipfyrnHip3b4gjoS3hted7LBojSNcAdJixIzmycOUduMcMe8ZCVajSGEL7mEGG+bQGeuyLaD1cN001qp3JWYLLJY+97HxsPP8SwTO7NzjXT7N/L4Z/5H9l566104crP+4rz3LPuHfQXk6TmthdV58kgqsTRdkZ7jzCMivOO5ZCor7udTxw9jddMUuXOa67npTfdbvhoObySmitijGbtWlWB0WhojAcsLCHm3PuYgLFP2jgrw6MBUC5KsQURRsMhdV0ZDbR8dyLC5uaE9c1N6rpiNKjZ3Gy+0QPtn2gzzFrK3MaSxD3qMtDahTZWDNqa8yuRU5OGjfV1Tj16gbiSWcoLhFRRxyVcrmhdQ6MtMUcjekBJQwIYEajxMkRSKIyeosIN3WqzRPJpCevVls2T50jtJrHAd9E7tCQoKWYLK6XLNs1acdoURbyFenfq2KyW954k97BmdjIPSfCKS5l4+jQf/JVf5noPo8YjKSFNRKshj+3ayff/2/+Z8YHDpKobRlIgR8qqq+g1kljqj3f43jxEkAg5t8Zyai1rU1Om2rGT1tV92k72FedHy9z34JOkULF5acYN2w/xqjtfQ0hDfAoQrSF00tou9OAZYE6CDnWZGEwR6lpPzg6SoMnRtuYJs33bLhuo4smLQj1S9uxZphZBfERcQGRgzWVOPXz6fNtV0XGbGVEhsJdVVedJknIm4KzQOjtpp9MpilJVFaPhiMHQOKtdzNjW7to7d9l1S16gyHXiG5vCzAulKIR2wuTECVxSotPiMaLIoCK7cr8redvP+zrzHry3Oy1LzX7Uqoq0kRN//MesfexjLIowE1OXVQ42F0cc+ol3se8V96JuS0gy5an7a8JWJkt5ZVtWFKhp7rttJ7bnqccf4QsPPcLrbnoJmye/wjAnFvfcwhNrAzY3W0LleNXtd/PP73kDo6pCFZJ00IuWIbGpH4NzDOqK0WDIZDYlJWXapgJjWZOm4op9LUiwIY8hCkpV1QzrAaqWolNVVoQ2NqZsbE4I3rM4XiTGxOra2tc7xP6JN+1hKZHiBElAcyS7hNcKkSFrIRKByeaM9sQFBksjxC9RzwaMZAheSTJFVIu82hcP72h8ZRXz0xAt/ODcDxLRYulQhpa53Mdlh5cZzcUV86lWSvK6qXkrqcxpz9sQ0O6g3bIOE/a4QqMw1awzMX2hskq5j4JGsnPQZtJ0g0/+3h+w7ZkT7KoDMbekBOrHPLGwwBt/5qdZvPYQbSjYujO8WrqZUDbbJ19mYpoSmgXEEdQVSXtTstocSiK2icnmGmsbE7bt3sW0aQjO45f38+iTF3BhRFpt2Lt7H9/7+u9jILXBfsmgLDPBazAv7mw4P0NEZ7TSGpV7SciN4tV8g7ImZikiThhWIyRlxAV0GklkLAlWwGPwlwiNtlxiZQ65Ps92VRRuMPggp9x3x+ao5yBnvA/UoWI2ndLEFu8N6x4Mh9SVBQqnUrAFejMkM2wqz1/+vlKZuKXW9dh2RxkEyALStKycPWuT8WDDjyAVjBfJVei76I7HaqZLc/UgzAv0lk8MSG+FaoNCOynWv/AFnv3N/8C4TUQx0xsflHY0Yu8PvZMb3/z9aFXju6FQOZj7pr7ge1pWET3YVGTuaDFw6veB8bCpAq9+1cvZv3PM+dWjcPYBtt18LxfOZ2679QjXbz/IHS96CU88epR7XnZXt+Y2zFqEqJmmjbRtLDJ0YTyy4juZzZg2M4a1Tflzzogv8AoUCpcNl7wzj+iqdNihOAdOpw3T6aRAYwOqyrNycZXp5t/dZOofa0sKFS3OVWjy5sld7HOTKK5SnCijTaHOirthO7EKLE4WGdUV1A2RVApWOT/wuDIUFFckJ5LMz0dBikjGgGm1Ll+TudcJFAkkPsHG6gYDtfRzxN5TGghUNnwz9zwpwdbFCE1y8f82725bGM7DsTtohKRWXB2IyziJPPT/fYiHP/gXvHI4JGkDqrRuzJPUvPQdb+Pae+4mDgKN77jfxaLBdcwNTDHpKa6UDvFmBSsOgmZajWgCjyeTmc7W+OhffYLrDuxgzy138vCnzrE8qjh447U89ux9LPglDu+8jre8+W1sH+ywoAjE9p9in5XWgjC0MhFV5wInEZl5YlQqV1tSkSSyg2k7swYPj2QxW9uQqPCIDmmd4PMAkUByM1Ym672d8QttV0Xh7mhvOVsUU7d5MQ+FOlS2fAYG9YCqqkqIgVnBZi0Fv/zRrXiuAzDuKeXLt1u47IrWFVllXsytWxW4dIGN02epnWnWYk5k9dTLS6jzHSGmL4zdqytXLnbmhby7NnRDyAJ+M33sER5573vJK5fIIaApmXWpg+Eb3sTNP/JjSDGOggKH9C9SnnQLNNJ91q39v6p1LPPRkn0HR66/3r6DquLg69/NmWefJO3Zyyt2ws4dO9i7Yydtijz0xQdZ39xgcWEBuv1euPUpRSbTGb74nYvAeFwyFVNk1pr6NcbWsiKLd7E1cYb9Bx/wpTOXAgVNpw2bG5sWTFFVjIYDNictl1bX8NVVgvh9rc1lJCqkjEmxBU9N3PSMtjlwDcttxgXF7/O0ucbLiLAUUG1oSCU42lHl7vjMBT8uKlg1/rYa4aMUSsglZkzEVrW5wByaa0RtZXrh2RNIAD+pcG5KFkcISwzGIyzy0bp0EfMSQYScXOnusSKFDR5VjI4oYNeMLqcUwcXEua98mU/+9u/zipFlipIzWQJnBgNu/K7v4O4f+G7icERbUEBJ1v07h3VSYAdxou+6ja/jzH2xWC+kGMELKSqSHcPRAm/5Z28yuEM3GS4scWHlDDe+7E5+gAPsP3Qbh/YeZLa2yWNPPMidd7yc7GwWZvMAwbu6nC8tTuz8FFcRqNFhQ6TFM7AVvChV7WnPz8xJ0ZuJS3YZLQIhlWyOkMmTJbIa16i9J+joMsLEldtVUbhBcN5YBk4dqhmRgLjIaDAuiSjDYpNqA0DNaookoY8DAy4r2nYDc/hA6UvpPJigdOBbHrYV906ipJMnSauXemy7CxNtC0Dtun56y5NsvST04qJSt/tyrtYlqZTnWFvlsV/5FaZPPcWCt9w+FcWJI91xJy9+z3uoFpb6z5ovw0Auh2c65eZlt/cvm7dM4Lcovsr+BWESM5/68uPs2HGe1bUNjlx/iNe/7jVUVc13fudrbZjY+aA41wuGYsw0bct0MmU8HhZapzKsa2IOpKxMp1NiG41jH1yBWWwlJYVrD8bESTnTNA2TyQyc4H3FYDggpcTKxYuknFhaXPz6h9g/4SaKqQcxhaPEFhVHlR2p8gyCEpMQZID6hFOPo8LnTOMaI2qa0z7m+TGfvzgp3iOKCVDAktadkCQXap99r1mFHICEUQKdybNlqqwdfxaXDDf22XBYHWsZBgvqcnH9yxahplL8pw3vdtmXC0nuWT9lSliGo4JvM2vHn+W3/vf3cvfmhvl8aEtDZqUawktv49ve/U5yvUgq60TzVMm4nMuwT3BZICnqzcXSObXPo5nK2+wkqloQRIqGzedkFzipsMSbAWHnjXzlgaPc/8inkKHj5ptewfbFRcLCNjY3Jhb6IL4Yp3lQR4oe5wxmrEKBdjNUMjKMWm3mlQsev7Q85viJknqUWzKerGqiqmCNSp3MLG+W143mmiozD/t72rp+yzcBvDecy+h6HucS3nkGdcCVbMFc7C67otjlUM6faEuFhr57Bt3KzNty9/lwcn5f+qItBYu9dOwYbE5xboTmhIZAxBGWt6He0bFSuu2yf3ewRe4Z3PS9UinikhWZNRz//d9j5W8+y1LJzxS1Zenkmn28+F//LAt795VH2zM5ruzot7y+dPvoyl8ar1pFcM7iwVLXdxdZueLwwXHDjTewd+8eYkzs3bWz8FdhPKrRgiOCCTK8l344nHNmMmtw3lFXlQ2KUyYVPncza+zg9d642wVr16L0sCGUCXc2Y0tsW0DwoTK7AxwXVi4wnU4ZjMaE6u/uDviPsSmAz6QWJAYkJIKCJs/CKCDJ4RnQSpFuZ1CZkZ01MMYQUTMJlALFSTHnUiteYLCLy4LmRA5SWEsFsnBCUkXIZOetKGRBNDG7cJHm4gWWYihhxIqLA/JgiNYjxBvYoMUXJ3tjZ4izwWTWkjRVPEFS1t5+mK4bzom8uc5HfvW3uen0CoMgxDyzIWk14tTO3bz1J96FG+8kOm+hEtmojj0VpruAkYtflrFFnA1GEGewKdnj1LjZIWfMnwVrvNTb+8WhuebIDUcYVWPWJy2Lg7H5/iDccOMNRaRn+9wnAW+ujOoSkEjZUYsHKUybZDFsUDxgMiwujswDqI3FIdGigyUP0VxE+8ECJVQzldSEPDDdgzzf2W3bVbHGVDpnQEcuwaI2CJC+oHb84x4S2ULr6wp2742x5bk7IQ9bHysyT6fh8srWwyPlJ1FlevYCvjXCfFvMr6ZRGSwvb7nv1/p8suWaIn2XbrCzQk6c/Ys/5+jv/S7LalfqlGwIOtm+zL53/yt23367YdY9hjPHsK+ER+bv3vjuc654GQqqLS+9n1/4+ouaGPYaY2TWtJw6c4qjJ47y3MkT/US/i5dDirtg8SapQuiZHzklppMZbRv72UFqE7Fp+wGyE8d4PCLFaEt66WwD7CLdxkgztQBhxVFXNVUIrK5usrGxSagCw+HoGyP1/BNuFoDgbNleRCgqGDRRsI0sjcWR+UySSBYhZ48mu7CjZUBWzgjRwu5wmeiKAZRKsXalVypal2kOjahZoxKl2BFEgs5YOX6adnWdEDNJWhpV1DdUO3ayMB6aDWuhl6rY4M0585uRJDjVclwVIymcDSULxEJWcor85W/8Jquf/jh7QiYxI2pD68Y8EJZ4/U//NIsHryNWgSQesnmpkIxnHjTR2VKoZps1OUzT4MH5bAHCuRPVYM6DPoO2qGvBtXZs4kA8G43SUHN+ts6TTz3KxsY6KsGgoOxx3uNdZRmd4gokZBdCdUL2kabkV6KCcxENE6LfQEmIZupQoUmZxsYapJJb6TQZRZOGnBtElIoBFSMkOBhs2jziBbarpuNGLK075uIYJ2Z5GWOkdlXx3qZneigFMtG5ZP3yJ+0EJ/Rgcs/k2FJrtfzvMjy4H04qVTPl3OOP9zL84BxeINcV1fLi3Glwy+PnkHN3ktlvLoNSyu80K9MvfoVH3vc+xo0FwWZVgsCm94z+u/+e69743RAqu8puQT0cBRq64vP3fG7td8X8TW2FVYocXhy2/ET7rqVtI855ti3u4NoDh1kajwt0odCxE1Li/PkVmqaxNKKqxnlHVVWkGGlTQqYzRqOBCafKO08pFQwQxsMRs2bGuFqw76G8fs5qeZvJDHyGVcWgqphMJqytrSICo/EIL1DV9Vd//1fZVplEA/EZiZUVFK9Gx6RztIOcSioSdnynTglYoA7NuXA2QsH3EgnzC1FfjMpcoQdmITuDCMzWNICkkmqOyaqjsnn6NJVOKPkHZK1onBAXK/KgMm6283QC+l5YnpUo1rm7khLjOoy7GFKJgKbEA3/2QR7/k//Iy+oBZANCIgOeZMjLf+htXHf3S4iVpy2qSrNuUHw2f5BUIEcvGdQVuMiERC6BlGFgTwIQV3yz1RwEUy5U44y6mpxgurFBnLTsP7CPxeFOmh5KdDh8WZEIUWe0NLhUgTo0e2xmOkOJZPUIFYiaK6DaBS6rCY4WR0vMtDX4q9SBJAk7KRMqmaAOp7VRRH3kwrk1toiNv2r7hgt3SQj5W+C4qn6fiNwA/CGwC/gc8C9VtRFLw/5t4OXAeeAdqnr0az237a+yHHRmqepdoDNCyildltbenfRdEe8nfcyLc/kG5n+Vx7krsIMXata6p0mzCZdOnSYl7U17nCrtcMR4z94eirjseS4rpF0R7Q4oKUPqYjR09CgP/dz/yXDlEh6hyZHKO7JzxHtezi1vfyfVaHzZxaHv3vP8FbZA+d24cf5zd3UqP4gIMSXOXVxhOBhYB9i5FJYViiB85UsPsnppjYXxAvfe+3IOXLOvQFm29N6cTFhbX6Nt2rlqdVBbik2BkHJWZrPGflfZd+qallhWR8PBiGkzZbxoClTnXOnQUq9yHQ4HjEdDUopcWl0jkRgNF8ymtwqEwd+///hWHt/dF+bUQcq9GEc0EqXFOwqGbfAXFDqfKF66ZHVFJFmBxCMlzkzFWTEo37crF2TV0iGqCVQcrvQRgojvSi9eIhfPnsH7jGssoi9lT+sqFhd34IPQSMkaTfNhthUlY1sEB13VzzicOpKJe5E2ceYz9/O37/817lqo8a11XW2uORMqDrzx1dz9ljfQDoZE7S7uRh+UUqyzc/iMDT59acjK0tJjfip4qx9GoHGk3Hm1GHQjVH0DI0UtPA4jzp+9xObmjFlM7N6115S7WqEoPgVmcolZdQFJA9rpkMVKUFeTokPckBwaWmlwWQg52OxIlRRaG9x6WFpeZpo2WHAjUsYogGLOgiomdhJXocGjNJx69iIrG90K5vm3bwYq+Vng4S0//xzw86p6BLgIvLvc/m7gYrn958v9vs6mZegnJe3bJs1lTlZSXLbcW7ZAAna0XoZXe6TEQ0nfeW8tYt2fXEJWr9xky/3SxfNcPHHKhiJahoUONlQIC4uELkm+g2m+xrrd8Ebo6EV+5RJP/uIvEp85infQ+lxYMYFzu3dz3Y++i8WdO4rf8NZVhvRv1KCTyyGjrZ/jsv2m3X3h2PHn+Ph99/HwY4/x0EMPlZO6GGyJ2ae+5Xu/m127l7jjrpu591V3l/CDOZQDwmg8YjAeoZrZmGwy2ZwQm4Z21hhzRbru2QzA7LEmsc9AXdcW4pANkfVifPxYfFl8XbMwGiIIl9bWaWOkChVVXVFXFfUgfC0o8JvZvnXHdzfLKEZIqtF6bHWE4meuYniu9rBDcawkI2ougU7FPKGjsbgtCMEUqYXIYRBFYSukLl7PW2yaSHe8J8xNGnxMnHv2WaPOZkdOFh+YsrK4cxdRBN86aKVnORhWnvqOQZMtWQWjOebieuebxNrjj/Gf/4+f4zqNjGYCGkkZWoXZkRv5rh95GzpcJOONsujtQkORtSMOn8r+E4FszV2gnN4IOGOSlbWkQUMpcv/nv8iHPv5JTp85w9rGOinF/vhGEotLi1RDx9raWRYGsHNhgZAAF8FFostE1xIYEXyFDGG2PmFcKXVdZnOxQpLHsjUd2Vcowcyn1OFa4cAN+zm9dom6ttUJKsVrPeO0wsea4IZUIXPp9HlWV9ZZXAz9sPn5tm+ocIvIIeB7gd8oPwvweuCPyl1+CwtUBfgX5WfK798gL6h6mW+d2aXJnh05t+UgkR4j7QrwViaIqbe2JqkX7Lj7uf/PtrlXx3yndF94938tXbxmJZ05TbN2iRSMdJ+xq7VbHOPH476D3wqRXA6V9Dux/52o4mYznnz/+1n9m88yclYINQohVJyrK/b8yx9n+41H5hN6Le+5DAS7p+5S09HLZxly+cuW1y59uThSSlSSOHHqGJ+4/xP86Z//GeubG4Wnaw/au2sPb3/rW3nNvd9GXdXd3icWP2znHIPKRDbD8Ziqqmmaho3NTWKMxMbMv9q2YTabsb6+ycb6Os1sStu2xQ/aIuRMDGS841i81EUcC+MRVVWxOZkwm83wzlEPakLtGNY1KF+1ivpmt2/58d0FDHQQgstojvOCXuTRHsV5K8IWqGzdo1Dh1OE1oFp8QqQkorsrFAIScRqN392t60pBtzJnPj5afia2zE6fxOXCEVIlCbRE/HJRs7oEHjqjYuOQm9GUdbsGnYlZP+IVqllDPnuOj/zSr3DtdJNtjdkNa4lSe2rndl77r34Uv3MfrauJ5cpjis4yLjfeKuIpvt1mmZDLCtto6B0EUrxXnF0cp82MlZVTnD37HP/pg3/KX3/qEzxx7BnaydSaQgns2rGDV7/iXm570e3c+4pvY/f2faYWTRmhRcKMQa4JaQmJC9RAu1yxNriIHzkGoxYkozngkq2CSPZd5xLAIq1j52AbQ53Zd1P2nXMRHxJEjxePSy2Di+vU51bYd80SO3YM5pYcz7N9o2vM/xv4X4Cl8vMuYEUtNA7gOeBg+fdB4FnsIIgicqnc/9xlx7LITwE/BXDw0CE60UuXrp5iWbJvKUZ6+eOLeuyrf98VebvjlXBIOZBLu6A9xqD9Y+1vK7CXHn8KvzHFudqCa703Tvm2bbAwNiyye6nuorAFU7ZuqvMBxyxOFVY/9jHO/cmfMMqZaAZmDJ3jvMDC29/Ggdd8O/V4RCrMkq5Q61aMkcshEvtU5XSdfzA6nnx5CwjK/r17uOuOOzlx5jinTp/kuRPP8KlPf5p9e/dy8Jr9bN+5k2pYMx4t44N1zV4KNhpNwIMIVV2TtQExJ8bGByvekwnDQYUgNE1RhmbtU4YESyQyuKMiNQ15OASF2Fpqy3BYMxjUtE3L5uamlZ2qogoV48GwD3f2/ptZOD7v9i09vg8dOmQiGTIObyrhKiK5RjQRsnWpiLPBHyaAAV+k5ja4tT9myt8Nqo0uZ9+6FPzAYdmNXpSEQ5MVXQB1nUOKWbCuXVhh7cx5dpaGL2MgggAAIABJREFUIGGPmQGjXTtQZykzmnIBwC2pPZdnEWcFP8eEBMOUtU1IO+Ejv/Nb5Ace4kBdAy0xJdSNeXQw5O4f+2H2v/hmYlURBSAbZU50nhMJvQ7DzmMFBwEp2g3I4s1cttgtI96iFUQYjcYMN0ZM2gmfe/BLPHPiBGdufRH33PUyRosLuODZs+8ge7fvBYkkkqWr25eLtAnBirH3nlaHDF1LuxY5n86wY2GRhZFjNm3RLDZc10zKBoEgA8DgqD2DfaSZvWdRsz3IEom+YtRWVNWMfHYVv2+RweKYigGuk5E/z/Z1C7eIfB9wRlU/JyLf+fXu/41uqvo+4H0Ad730bu2xa3tNU9VtcfKbDxZl63NsYUVsLdbz+2wtalcgv12pZgvpgq15iZJbzh99hioVIE870ypBtu/GLS0XKtYVXXZ5PhGZDw/VGNNJhM3PfoYnf+1XGTYzotgpVNWelRRxb/rn3PDm72N5+3Zzy8vdSmS+H8xjojOvf4EP2n/e+Q2lfNO0Lc7XHD58LXv27efG62/h6DNP8eDDj6BEHnjwS+zZe4A9O3exe9cebr3lJjY3NxkNBwyGNZuTGcFXJjcuHXNuW8Q5hvUA7z3T2ZTNyZTKexDXY9adpa4TR65LypD3NLMpORlUoCnjnWdhNEJUmEym5oroTPo+GFUm0NGO8/13x0r+MY7vu+9+WXHxtfmAUiN5ao6Y6nrpOc48PWzZXTyuXe5XWwqluJWmphRv60LFqrIztzuDDMSGoEgvotH+2MyINpx/6gSz1VV8OWhFHU0Fk6CMdi6D80XzUjTBzqAe6OiotvQPvrznDD63PPqRv+CJP/swrxtVNNkk97kKPN3Cwe97I3e/8TU0g4oGgz8KNG/wZQIJdmGR7IuRclmsOLswWYdkEvyM6RK6c9qalsC9r/p2Kq+cOXOcj9//WZ589Dn+4D/9OWmamcQZr3rlK/G+Zmlh0RS7ZKo6kLQwYiSZyEaUnFpc8KRcE1Jg93AGGzNa56krR+PaogJ2qDSoTDD25ICYlOXlHaxG2B3GNHmGIxEbISwGXNsiGw1x6NHlmoEMy/n+wsf1N9Jxvwb4fhF5MzAEloH/B9guIqF0JYeA4+X+x4FrgedEJADbsCHOC24dPr0VvvDOGCYd7HH5/ft/XfYcz4cvb73lyt93X3Ip08wLnNHe8nTC2aeetuWPUq6mkJxj+dBBcl13s8bnfb1uswm6yZD11Eme/tVfwp07SwqBPGvw4pjGSHzNt3PrD/0oO/btoxpU3Zs2+GILHHB5Gb58x8iW+1w2OO06fuCJp5/ixJkLrJ07x933vJKnnz7KbbfexpGbbubJp54gNi2x2eTM2Rn7r9nLZDLhk/d9kjNnznHzi25mY3PCnl27GA4qdm/bzZ49e8jeKH45J0JwjGTEbCa0TUNnrp+7QAUVw1+j9MU4F6HNsB6RVRkPauoQaNvIrG3thPUWQTcqLJJuJfH35AN+y49vmAsyUoi4XCO5MsgtDXCVmiRaDHIAb0ULxRISjbUh2ciALnvM/8Nw5pztIMyARikca1MTS8lBzJLtPSRKMyGotqwdf47KTSBXODxJCtV2cQ9Lu/cjxUsjF6jCGhBjfKlYelRAyVobiyMnLjzwIJ943x/y7YsDWmaIZNq25kyqGHzH3Xzn2/8F7WCBpkABvnjCG65vSk+N4KgKK0QJeLzY50+lYLutK+VyAXFEEOWJpx5i/zX7mGxssjjewbff/Upuv+VWjh17jhMnnyNq5vhzz/LciWd5/Xe9ifXVFc6uXmA0GLF9xw5WJhdZrpcYDMYsLi4aSycmvDNTKp0Kta9YmbbohmNx0eSqIsHcC3G4bLOMtnGMKuHCiZO4awdstDMWmgAbFaOlIU42WF2DdltNlQfkqhNBvTAC93ULt6r+O+DfAZSO5N+q6g+LyAeAH8Qm7z8G/El5yJ+Wnz9dfv8x/VoTu7L1OHb522GpFY451/hKLHMrBLDVe6S88SuKtv12K3WwI6MYhDwv3YpR0PzmBpdOnrDiGSOtKr4SGicsbt9pXd/WJ+opiPZzh2cnwGkmb054+td/nfapowyqmlnbWPRRTmy85DZufte72XXtIXxdXfZ+UEtLtw5by75wX6US7TBKuLLTLtBKYbasXDhHbltW1tb43Bf/lo9//K8ZDRdYXbvEzUeOcOP1N7G2scbpk6fYtWM7G9N12txQ147Pf/5vuPmWW9mYrnP6/CoPP/wIb/6e76UKJsBpVWnb1vxEhgMEaJqm5FBmfLA+rY25MIYyGqzITGdTxuNFFGU4HgLCrJmZy6NzxtsueaPzmQXmBf533P5xju9yccmOQCC54g4YIhGlVm9+JYYgW+NACSPosOrYFfYO+xPIzny8xXBv7cQqbn4MA5YH2TGxnJT7Cl4TJ587zig43MQaE8WYQNXiLsa7t9HYIMk+gvhiy9rNmoq6Ty0vNGpLe+Y0H/yF/8CLkiXLqxpdcSUol+68lbf/1LuQ7buIPpTzI5uPdzaMvPPEy86wcuOlGwkxlXQryVJmO2qrDMEoiFC40S0XV0+SU4v4ivvuux+y8IY3fA+HD97MpfPnWZuuQ5WIx4RaPM10nRMnnubJZ48TBgN2bNtGSpnptOWVd7yMF734xah6RBIiDbgBrToWRpHYJuLMU9UGUUk22l/2cz+giKN2yvn186wMFlhcy+zePiTmTNM61urEoJJC5ZSvG8n39+FR/a/AH4rI/wZ8AXh/uf39wO+IyBPABeCd38iT9aECQGcF6kXwYY5f9oVWi28BVzRbX7VcKktMnZfk+bYF48bwKaf0ohZFiefOMD13AZcVV0zwnUIe1Czu22PpOswhia2sku7njBaBgnLhg/8v5z76EXY6YdqxJkRZOXQNN73nZ9hzyxF8CH3R7t4/0jfMlz13/0muhGueZ391S2QF7rjtJSSF4wcO8Mijj3Lwmv18/gt/y623vpi//eIXGY1GXHfoILccuYVQ1wy947WveS2akw0XU2J5eYmmmbG+tsHmZJ1ty9tQjYTgUDWc24dANahR8cym02IY5qgqMysqyHeBQQIxJ1Qzo+HA3AdzpmlMNGEXgrpXSXauMhYovP6NHGLf7PYPd3xr4WUXTrUXIQl4p1SI0cO06S/UDvPWAI9KawXcJSLmOaLJ4ytjJWQ19aOUY1yd+ZG4oGQiZEfSbIq+LlVJPE7BR8/k7BlDYyLg7PuYSWCwvIDUxU8DLU5/RVmbXIkAdBCU5CqcJnRzwod+7Tc5cOI5xsGsXVsRWiqeO3Qd7/iZnyLs2EfjHFmlNGLJzs8MucSiUS5gDplfrABCR4EssE8SOhxFiutUViFnOHzDLdQusLG+yrnTpxkv7eDzn7uPw0duJriKhZ07aKdT7rzzTjZTpBqO2ba0m5ffto/HTjzN2mydvdsO0jTneODBh7jh8PWMxws4tfVj1AnOVZCHhBBJITJTIeSI10AmIGpe9w5Pmx0y3MaFlRn7d3omdcPSQoW0iWmGsKRUEvCuxlGTLJ75BbdvqnCr6n8F/mv591PAK5/nPlPgbd/M8wI9rQ2Ksxg2ZfbOX9aJ971k1+QqfWgCfDU0srWAWxG7otJ3r6lbblPrUjZOnERXVlCBmCJOgnG4FxYY7NrVZwZ2z3/FfphDGqpMv/BFjv3Bf2S7OFqAmPE5sbptG/t//Cc4eMed+KqafwKlFwJlmX82O7Hpr1haltNboaLL4O6yy7bunW3btpNUWVhc5PChg7zspS/l1OkznDx+hvPnz/LEk4/zzre9nd//w7/kzjvuYjKZcOTmI2zfvsw1+w8V73NHXQWamGiaTM6xtxCtvCd7T9M0VFVFXVeoZpqpJbVYWpG3cAXMc8U5GPgBIo7FxQXEOZpZLLFXBqcM6wGdD7SqqTbX1zdZ/wcq3N+q41sKu8nTDbA8zluB9t6Up06k+2JLKk3Br9WTnQmznGK+Hc4Z60SUpJnKoHOSaClg3ixGSzF3WmwZsjn0ZfG42JI3JqyfP8VisZg2Kn/CeWH77n00/aA798VVigpMxPffA0BImYc/9BFWPvsJbvKBJCUWsFrkodF23vo//TTj/QeZlaDfsjOLX4pdE3JxAXSAk1zojdZMabCGToo/kR3XYiLeokxVpaiiK27af6OlZG1v+IkfP8RXHn6ck2ePE2eRj37sg7i65jWv+Q6OP/cM4+UR65PI0tIu9u7eyz0veyUxtYxGNW1WXCulxlB45ErIQqNrBBkgaYSIw0lD1s77xxWyRYmGU8dgOGKYKtDItu3byclbEImfMHABlyqcVIZnFRbPC21XhXISTOllNbSUmDJ06d57J8boZe5IEStc3nF2Bjwmbd26Sbl9fkvXiUq34tL5LyTD2onTyKwlicdnJaowdsLG4jYGe/ZSOeO09q9wJRZf2uR87Fke+bn3Es6cJQYxRzGUZjBg9ANv5eY3vAk3HJQ3YIOk8gTdIoIyw7msKncinq0F+7LhbXfjlfCQPTUCOB9YXtrOaDTi4IFrOH/xMDdef5ijR58hDBzHTxzj4vkL7LlmN/d95tNsW17i2sPXk5oZ27cvc+HCBXbs3M3+fXvZtrSEtuZhUVcVKSea2YxqUBEqT9YhcTpF1RgluYNwylbXA+q6xntzXGxaqyjeO4YlP7TDWbMqm5Mpq2vrNE3LVb2pAt48ysR4514dTgK+RPNlZ3MVpwYR4nORms+XSlLYE32TkwVXWErmjVc4TpqRVCCNIsQRNa8PW8oLFZmL588wPbfC9uwQKQpFV7PZNBx58SGSClnbIr8v9FotCe2qHUqBNC2n/vrj3P8b/557KoGYwCfaGHg8VLzuJ3+YXS+6hcYHcrnodMelFEuOjv6opRsTZJ5o49Rk+i6bz7cWSmMJdsiKzU6cKUsdRgsUHHU9og4Vr375y7i0cgsnLp7k4KHruHDpEo89+Qz3f+KTjJfGHHvmGQ7uvo42Jc5cOMs1B/Zy4cJ59h+4hrXpJinDgi5Qe1BvQFbIA7JvwNVIGlpQdlBiq4QgZAYIkYzZebjKsTxaYDD0SB6QyURtCCGjEvC+NpisrMy+FlZy1RRuAZOSK7bzvWWraO4SnOd6QIOT50pK8dJf/bv79AcGhfeJFoOqLdQ8tha5eacL4FLDuaNHcVmZSaZCaFIitTA+sB+3vEgxBptj48VfpftZAJ1MeOrfv4/m6SeoqkCKJXcw1OR7X83tP/gOqoUFCojYT9dh/nm6KfrWIt5p5bZ+gk6EI2WloeUCZzRFwxC1s6YqJ79gQa74wPHTx5nFzJGbb8M74d5XvZKNjXUuXLjI8tIi1x68hhMnnuOZ557iputv5IGHvsjKpQ3Gi0u8duGV7N61A5wjti3iHXW2aLR2OqOqh1RVTYotbYrUPlB5SMWm04kruZOGsaozabwTkz9XdWXqveK90jQta6vrtLPmqwRaV99mK6fY6SJdOS5FTI0rkJyaRN3WFKBQiRVil10ZNpaZSXaIswREs3q1zqO73vcNS1lpiQMtgzKPYd0uRjaOnYTJhCTmUZJdRQoDGC2x7fABU+86X/IszYyM7GxIqObkGVJi8tgj/OWv/zJ3hobKOQgQ04hz1YCbv/u7ueXV99LWAyKeRC7+3TZszcVzvxyq1pyY1YntIzMktAuFYYul6chkl5BsruRZI0JJj88Uqmi2lUg2qHJh2xI3L4+5/vAR1jc2OH36NPt27+LS6gUOHLiRtDHj2NNPcvHiKtdfdwPXHNzNyS8e4777H+SOl9/BPbe/hIqxnU8uIVrZa8sMCYJS40JDu55ILlO58l2iRM2IjwyqBZyYQyBZUd8iBIRAlT3JZZx6kibaK7HPLdtVU7j7q/AW4nY3KDHmhpauoyCjki2001kH4ZzrCxFlnuJLMfdiy0b10A0ttStmOr8gzIXD4Nopqyeew+FxUiLRVJkk2LH/AGE8prN70P7d9m8cwawoz37gA6x86pMs1oHpLBplzjvOHL6OO3/qPSzs2poSv5UZo2WpPG+z50W6f9F+CdFBDt2KI4spPXulJmowRRERZS1iEHE470gEQl1z32c+yaFDh7l0aYU7XnIHsW258YabQODAgYPMZhNiVk6fPctdd72cC+fPI94zHo4YVBV1gFQbDr2mymw2QzQZbDIYUA/GTCebtClbqtH8gyBgCstB8SnJ5j1RheJVU65cbYysr20wnU4QZ34nV/UmttR2qF3cs0VcibNVsUhCCy0QMWaOwyyFzcu62Ld2UnCXyvcrZHFz/xDBiqCaLN4jfXyYigVdCL5wxRMbp89SOSvz6qElM2VG3nGI8b69JF9ZYo0rKslYslJtaYu0DW5tjY//zu9wOE0YDSq0aclNxYqH+rV3c8/b30IajknJkYMVK8OptUAcinrjgscEQQyr9moqDUcncc9I7gaWqYefKL7fdnEqx7ynh18k26BXnKKp5emjz7I+m7C0tA3vYc/uvezYvoODew+wtrr+/7d3bj+WHdd5/62q2nufc/o+PVeSM0OK4oikZEYiBImOBDqRA8NyDClO/KBYUARHQPyQBMmjgPwFyUMeAuQhthPASZQEQSxbih0FcIzAUhJYlmVTpCSLF1HiZTjkzJBz6e5zzt67qlYeVu3TTYoiZFjmdJPnAxp9enf36ardtVet+tZa30KDcuPGDn4kdLSIH3Hv/fewN71ZbJPD5apQmR51LZkZSSJeViEH6pXM3lQJjUeCkpMVMeXsCZXphTvG5aRv1JkvSUJOzbnKLr5hdeShMdwDGSuDtGjhpE0lkIXEIgtvshQSlC43zpkBGlQDXy35Kuw7ZYPC2AGaYXiodPBOHeztsXPxoj0SIqXoIBObho07z0NppWUe7asTAk0xU4iPPsozn/tPrGmmxWQ1GwcvbW5z4R/9Y9bvOm8FC+yPdXhP+EFaZ//1wNcb2WdH4YR0U/A1TjxBILnKNj8JC/35SJGRVTPmVn0HLia+/idf5x333M3FZ55lt+25dv0aX/3qH/HeB9/Hpedf4N3338u77r0HUDbXVhEXeMedd+GCJ4h1oKe0i2PgRLFca81KbFt83VA3I+bzmTUpFi1tpjzighXnZKueNG/RlUwSOw6nnNmbztmbTgEYjUasHPIu74gVLy26ARSRLlcyiowizERRJJfWbs4a57rsEZfw4iFXiLfWYK6kVaJDjr/gSGRnVIxICR5i1XqZ0ow7S2nim7ly+UUrkuoS5EBHpnMV9ekz6MYGkWBVvhl7Drzpe6vY/9Onnke+8N9pH32UO5tAVCDVdMFz49xZPvp3P4mbbNPhbAPJ+/EZGU6YzhyOrEMBkTN97XJCFueK2nDRYsnZpG/V5mL0yuCcmXSqZrWiHnWmS1IMLirMuzleHP/n//0Bs67l3e+8n5euXGVcrzCdzjl++xnuvv0s46CQLNDb9j05R5pmBSe12YIs+BZSmOGSFOpmRpYRLjjWJhXTPjJSo3SylLmgJB+pY0PvrN2aSkY0MMjPeoFM94ZSDofCcB+UHR085iEgkgvXs5BsLYZWc+F1s/XHk5xxubQrc4Phdgs3dTDkQ9HCQK3sUyzGmzrN9Ah+d5d0/SY4IaiVsTpV5s2I1TO37YteDVwJg9duxqq6eoUnf/3XWWlbMo5MZNRUvNyMOfsr/4DT7yvaH+wb7GFcB7E/zgP3arhv5U9nFSTOufqnv08QIbsa14xIAuPVbcbra0x3bzBaPWHpXPUYnWyVe+jNa6kqfuajH6Wd7nHHmTNcfP457jx/G889c5xzZ2/n6aef4srLl7lX7qHkSBQPUiBaRV/0dmQXoO96+r7FTg7WxDXnROrnhLqhSoG+awnB0SVrNuu9W5yI+lLyXlWeUHlrnKHWvmxvb0rOmVBVTCYTVlcPt+Ee1OJAS2swu38p5RLUsjzvlE3CNLse1IKJHjU1PWeryBEW9JFJAjsTnlJTH5EMSax/p4VMvD0XYqdDV06lThy7r7yCy4IkKZWdjuxrJic2Cd4claygXuxoUOCTp+4ysye+z6Xf+79cWN/ApRnSRlqp+PbmSf7mr/xDmlNn6WsLyA4bgHiPKeoBkknZg3c4ElQmXOUKvZC9LESzHIm+v8or169Q+YY+wqRpcHVNcCuESkrrS0dOAUewdpOa8OKQbOJ16+srrK2t8/yLp4i5ZXVrjWvXb3D1xmWefOopPrj2EFvbaxZf8B6pYFxbQxDvrclLREqDYEGlL9mSVamSbkk01N5SgAfJjqxKnSuQCtVdUl4F34HYOne5Nk4oZ7KL7PVtSX98fRwKww1FvhL3KuM1SLYKrw7ADXmpFO5KhpuT8wHjXD5KWfTwvhYENS5VZPh7FrEXXzqCiHLzhYvIzR0iLMraAyBb26zfdht1EQmR4aBaChx8tofw8m99ntmjj9GII2clOMcNhOO/9EnOfuQjSBXIFCpkYZRtwR7MoLFbsU+XDNiXiC1cdt8yfe4xQj9n4657IYzoX3iS/tR7QE7RX3ycNqyw12U2br+P1fNr7Hz/MdLeDv7EeUb1mE3niFtbnDy2ybnz5xHN/PzHPoaI8NMfeZjtY8csk+bAZjIQNVmLLneyo/68NS1ua6NpxRLOeVKG3HfUVUUfU9E8EfoYGegSy++OiFhQcqCvYuyZTmekGAneM1kxo+0OO8etZZWo+cW4oXrcQXZohuxz6ZmY0WyZCeK0PBdAVpJaNxePIC6Y0UbR3Nv7yqBRX1L4SiXjUFyasm3yFZncJuZXX0GSGuUoJhWb8Jy7826CVvQl906z4JIUAShHiEq4vsNXPvebnOmnBF+857rhu9UaP/nLn+L4vReY15CMw2BQTpFcaA5VyN7SgHMsUrDWc1R1MMLmYUv2OKfsvnCR7/zh19jeqKk215iOK2ZR2Tx+hpA8N3Z2WV1doV6bsLZ9Fi8VbTfH+YqAo3Zw7sxpEoG//vBP0bWRLkVObpxk1DhmXc+p20/gNaOp9PZUV6IO5XSkHiWjCaLryGrdjBxANh1xR0/MFU2ANnZ4RqibkqQhqLegpgrqE+qEkExELavRUtO4x+7N+Opj9mtwaAy30R+5cFol2JgtQBXcviqJc8aLqpiuAdmEibRUle1nnezjtcZ83/suIjnOEcS8Za8W2Nh58RLM9kgu4FUWRlnHY9x4ZOXezkzKkMTkSmeZ+M1Hufi7X2JVocsRnCcmQT7yEe7+xb9NtTIuHo6+xiQXf304fcj++O0esZ8Kxf4/VbBFtn7fQ3hgZzan9uDX12nTDN+1ZFcxuf2dMJsx8h5PT/fMI8xfucr8hSeJboN68xTZQdVMGDUNq+ubjEJFVdWsnD5DdBYwziVINnD7C430ZHRGHyN929H3fVGoK91YhIXuSk6Rumno5i0OWF0Zo6r4YFowKSujsVVKGr2amM1a2rZDRBiPx6ytTgilO9JhhjDUEghKguTtlKggLqLDkZ7Ss0YrVCMyGPxc+G8vqApJAY2mqOiLYZFy8hJT+RPrMlBqE0oQ3X4IBXauXmV26Qpr5bSrCkkSU3pWz2yQnVoHGgYqI+AzVGqe5FNf/gr69DfYqDyaE9EHnk0Ndzz8Ye75yQfpaiE681Ch9Kl0gkoqXLw9568uViubjuw/FSqlMUIvzKeRY9vrbKyNwNupYr0OjAr9dGZ7ExnXvHBpyvZGRdvf5IXvPEaoPGsnTzFDWKnXkXFDNQqshkDua9KoIWfHhz7wQQTBJVA8kkqsykvJg2ehYpldC9IiKdiYi+8gKkiyFMoe23AyGZEaSQENgjBBQ0LJSK6MJhGrdo207Fzr0K4uEgmvj8NhuPVAHrXs+5eKGk/qZZ+TLg+/IKjTom+RFw/v6xax6X5JiwDpVTKwgroS7XamqZZT5pWnv4frEupLNw5vwZ5T730At7FOQFDnSmfrEslXR7p5jaf/za/RXL1K7wKSEin3XL9wHw/88mcYHzuGw7xyiojWwQrQAa811nbNPO3BCx8edYfixuus3vfTOCIr3RRcxrf3EeczckxU9Qr18bu59uQ3mKw0pL5lb+c6Xarwe1eQBtL1Ht9P2brtHJe++wR6+gI3ZztM5z133HUfq+fvYffyc4Rg+tgxNDhngv594WtzzLRdT9u2pNQfmF8x3A6Q0leUTFNX9ClT1fViA+tjwjnPqG4sy6RkkcxmM1SVqqlZX1uhCsE8/TdSnD8k8EW+wUrHbTOSlK0HpRG9plnixXollvqFoazdDZlRsPj/U5oAZ7CONGQr7JG+ZGsE0/0WRYaO5SJIarn54ot00x1yedJcsgCljsasnjwN3mF9Fq1ITL3Fcuqc2Xv6cb72pf/Kg7Un5ZYeuJnHuAfezV/9pY+joxHJl7BixoKb+UD1rprMrFF1uqiOtq4xylAgZCZPEQJaJc5cuIfTF86TYs8LFy+z1kRim5inkmK5MmKytUZ4qcfNBU1zQtqFeebK9CUkbHAzKfPsmISam7uR09sniZMxq2sTVrY2cRKK6q11rRdxaE4EZxtQklAiypE8qIUmYBh7ziAlsOr2T09JoZYVVFokN6ZnopkRten2iOXh33g5Qapoxpk30k47HIYbFpQIOhhtQ3qNZrbpdgxHQl5Foxws1Bk+L5otLH64/A054C27ZDy3EyJQpY4bz14kJ0EL16coOQROXLiANg2iGXGW351ECCVwtvM/fpf5Y48wCZ4cI63AlWMnuPPvf4bN8+eoxHbvsIgtHdixKDdgQZFgKXwLD1xY5LgevE/Fe69EUQnkZsMCUs02smF5wV5BUsfJC+8luQmadtm87yG0z8x2r7Hz3LM0ezeY+Zr0xKO4tWM0k1Xq9mVi7Ti2uUHSjsvf+AO0V7ZPbBNDzdStESTjmhGr61tEFdrelANd8frsCO8PpO2Z2lqKPa5q8MFytE3rxDKI6pEvPSytG890OiXGhA+etdVVqjqY/5oyXdf+mFfjjx+xRAZKBQwE45STtFQsomv2/3RDop96QJvwAAAOsklEQVQzY5pT8XqxEnEtKpqYcQNnsgBiGhdZzRsFJZLwWopoSp5CoGd69TKVdpaTjQUco6/ZPPFOtm67g1n2iHc07GuD+JTxuzf5nV/7Ve6Z7VjThSRoanjp9pP87Kc+gaxsM8dSH50WqVfENgJLysYSWVJJcy2JA0mH1BCTbsiZIGpeu8/0mvHNCp4JfgJ3bWxbhkpKxsMny+3uo7J+R01e9aRdodURdYjQRUgtk8mIY5OG2MHW5glUe9bHFRcvPcv2iS1iP6fbfRnfeAsMVyuoOJL3VC4goiQV0IRgSo1IslZxJUqqRd3R0igjnhownXNXCSKR5HqCVPa9clyNfYtKR7MW8TIuGUWvj0NjuA/mUQ8GKedMSomsYZ/+UNuptbi6ppsg+78/vN9gzIGDKWcHU/6GoKTmfQMf8fidXW5cehEVb5RIqatNlWe8tYk4YTadU/tQ1MqU5IX2Tx/hqf/4OU7VNfM+klV50XmOf+KTnHrgAerKBHuMJy4c/oFdykp5h+zsA3nr7Lvdw9hFBg9muGGuHLStlNryuUs6YNkUkwScJU+T/AqTd3yQlDKjPGdy/hVqMi+98AwruWUvZqYKMSa6HEjNBsQpOruGdpGbz77ImJ690+/npNvjW3/0bW6/4y5u3HyZK62wtTKmGq3gQkUzWePY+XcR1raK6TCayTmh7Xomk5XiEaYF3TUE0TQr83lL1/aIE1ZWJoyLBkrOStd1dF33F15/f5lQsI7rWigDsbGLNy95kb/vvEkvxCKfO2SiSA/Jm6wuhSIUStaI6Vc7fOFNy3osgk3DSkpo6REJKonLF6/gG4efe1SsK3oKnpXNNcRnIBKKecjiCEBIMx75/G9x/PtPsd1UdCmSfMPj4w0+9OlPMT57G23R2PBaxp5LubxKyaBKiLNTghTJWqUU8wwl+QgSzNcW54qxLO3LrLwGLcJvOOPyvVj01QdhY3OFXjPV5knu+eA6KtDN9/jeE0+ysbXO7nRGGDsm4zWCT6Qqc+LkSSofSLOb9NOrjGRM7BOum5Ik0LZzdvtEVdW0WemIOK1o6oZQj3B1QOuAk8pSD6NJdsTcEYNS66oZ9eRKwxTwYg2Dc4mVzWcRqcGzSk3zhmvq0BhuN/i/xSDlnIvhjqRsOb+DRdeBVxX7x4biyZnHlhdVlgMGY8CBz/bFAcNePPiMons7dNevkfxQHCAEFXR9k7C1BQqztqUXGI1HVCIwvcmzn/sPHNvboQ0VaOIFhfw3foZzH/4wzXiE9we2EAWV/V6Dwzj3DxeDieZVHO5B9l5tQuapLQw7C1pIS8HHENW2TB37Hcl50dEnE6jWTgBw4l0ncWTWNZLalu1z55jPE6mu0X5Oc+4+dl++Stq9xnR2jdS1TPeuEropu889zsr6hLR+nOnz30G2zxCAl79zmZO33YWEygJjYl4ersLHTIoR6rIU1U5UlLHGPhpFAjSjESuTcQloZfq+p48WxDzMECjdyS3XWiRZLCRFco5QJUBKY4AhGD+o+4EQSiDcKixNGKGkM6knlOi5+XoKTvFQei660oXdWbuzpPheuPbsJWrX4KJV9mXnSVHZPH+aToQ+RYs5icOpILFl+tR3eP4rX+He0YREJMXAs5OG+3/ho5y5/wJdNXR/UVQSnkz2Qx/KomQ43A9sgG7YUBScGl+TUbwOMREpTR9KPnlSXDRrYYqKCjhSEjOYQFTrM+lpSN6D9tQjz93veT9OlVHbm4RucvT9Taq6ZjyuaGMm2pEPzZF53xP6hK9r+r1r5Hmm8y19VxMl0fURjQlfaiBO3/sT5LAGybrXSHbUbszufGqdmgqdZY+zs2BzDjgyN2dzOhIBz4iG3r8x/XdoDPfgUb6e5kdKab8AYygwSQkpOcPO+2K/yvdyJqVcMk/ssyz+jPwAnTKI2XhNJho/m9Lt7GJsZAbn8ZqJW+uEzXVICRc8090p0idSU7H7hS+QHvsmvqpxMfKcCi+9+yf4wMd+AZpRaZ5bqhuHTBnKApbB6S4UyYIasc++bCrDrTkYpBx47+FeLdgg3a+kHK4P+bzDBrnIA2bw7O2XszpUGhg1qAijkR1ds1/h9H0fop/vkWPL3o2XeeniJa76VfLaNtMU7WhaB6rNEwSyGWtJaGpx3tKyKFkFgikKer9feJSxTjDDZjOdzUgxUdcNa6sreGc63CmZtrcTwYXDs4xfH4rHjGlUBTF9mSK1TcoJT83QzaWEA21tKsa7Yp1pfLbgoDqlVzsLWsdQAXU4Mj5h/Hc5tTkt2ifqLW9ElTS7gYtqedHZcsPbKNzxwN1ocviqosu7iF/BdxG3e50v/7ff5lzbIxLIMXJ1a42VBx7k3r/2MKmq0ByonOnV5MIJy6LWYL8pskvYCcsrts+U4K1jn34oJ4aUpWxmeSHTYCSQmFPl7OGxcngtVaNauGlB1eOy0LuIFNLYh6ZICSgiE/P0EWICGW0zOTki5h3qkLhxfZd+p2X+yhzRDlf3pUF4pvZTKl+RU8/16zucSZGBmfeaUTwuB+oQ0ThDwwQkWmZKEms8kR2dtnQ6J/iKkY5BHT4Pee2vj0Oz4gcP44AVM4jQx55R0zAUmyzYgawLiUnv3MJQoaW3Yc6knEqpO+Uftc9929ubYH3C+GNcoL25A20P4vESSU7wMbN5zzvxW5tIiuA9o1HFrO8YPfEtrnzxi0xUmKfEC6MR1x74K5z/0E8x2twk9pG9vTneV7hQpDFfM/8hXbF8VYIb2DF6IdpSNiA54KW/yojL4uJrM2v2qZZ9o+6G0w2FRNIDxr9UNsjA8KuQkqX9EVZQP2a0vcbZzTtImtCuhZzo2jlOI/Ouw81ukH0F5+5Hx2umq5FLyGnw/rFMoVfnsQtVVdH1PW3XEaqK1cmEKpjnqUlNOgAhhLAvr3tIoRTdIG9a2RqNu06SIXtSiihWZOTUD41mLPG6nAKdDMp4SlZvRlqHGoayvrOlqmXF6gu8A19ObNkoF40Z+p6UWlwunXbEkyWRJsdYu+086irwgos1rp0TYsfjf/xVRs88zUYQZntzroSG3Qvv4uG/8/PMRyPrzJM649FLu72Ui/4IICokGWg/01XRlBdKf5Rmyajx+R61Gg6XUXHk7JGsBCAX85yxe2IdgVgYbSgV1+oRHailgCYlYyf3wSYOXYNEsA5D3uFcIMcxVD3rky1S7EmnT7B77ao9e9nhNJLSiHk7pa4afF8TxROy4HJFkoESyjjX4OME62jkEFckq1NN0sSMGc4JDRVSCTl2peb/tVZiH4fCcA/e5gBhYDvti67vjf5wsii8ATPAKSckUTxvV4ydQ72Jr6tWByw9C4OeiyduRTdqimkZ1Dv66S7SteArXM6lZNZz8sK9dKFhnDOEgPeOuleu/vZvsba7y1wTr6yucvLTn2KyfYrjp28nOcg5kltld9dRj+pFcHV/wlJE4Qc6Z7g88JSFmx8CqoUacgPfWeI/Q776cE+FHzxhHNy8hr9RytmQhBWADB1JgDh4TKqkXAqiklVdalYEZ6JI9QRVZTxeB3U0YgEvq5xUkw2IyTxOYimOGAKvJeNBTSVPvAkvtbMZIo7JZELdVItNJ5bT1MFK2cMMS3kzBUX1gV6EurC1WuoMcoXlSmsmObvuekWqhIon0uOc4rkIcpwkE4ITumw/661BZYkVFIOovXmn3qip5BIaI2lvj2vdTRrXU9WC15oUPP6us6yeXmEucxKhSLd2XLt8ma//z9/hoQ3PxRdnfO/0mA994hc59Z534ddWaTXiRKlI5N6TvZJcobDE87K0HMszQt4myRQJU8SfQOKQZmfZNZq0rIFqId8w3Du8kHIiSzL3xXlT2IyQLyn5hOKrZCJWoojOUPEoFc6l8hYe1Z7krd1ZVi1FNAoxF+omEzWQg0dyAqy3qp80HBufpNds95CWoBWkNTyB9bxCqgTxCtIhTom5xzlPkADagyYcaSFqpznRB5BZwGtFDg2So2WjvHEaN/Ij9Dj4S4eI7ACP3+px/BhwnNf0HjyCOKpzOK+qJ271IF4Py/V9qHCU5vBD1/Sh8LiBx1X1/bd6EH9RiMgfH/V5vBXmcAixXN+HBG+FOQBvKEC1xBJLLLHEIcTScC+xxBJLHDEcFsP9q7d6AD8mvBXm8VaYw2HDW+WevhXm8VaYw+EITi6xxBJLLPGj47B43EssscQSS/yIWBruJZZYYokjhltuuEXkZ0XkcRF5SkQ+e6vH88MgIv9ORC6LyDcPXDsmIr8nIk+Wz1vluojIvypzelREHrx1I9+HiJwVkf8tIt8WkW+JyD8p14/UPI4Sluv7zcXbZo0fbAn2Zn9gJXPfBd4B1MA3gPtv5ZjeYKwPAw8C3zxw7V8Any2vPwv88/L654AvYcWLDwFfvdXjL+M6AzxYXq8BTwD3H7V5HJWP5fq+JfN4W6zxW+1xfwB4SlWfVtUO+C/Ax2/xmF4Xqvpl4JXXXP448Bvl9W8Af+vA9X+vhj8ENkXkzJsz0h8OVb2kqn9SXu8AfwbczhGbxxHCcn2/yXi7rPFbbbhvB5478PXz5dpRwSlVvVRevwicKq8P/bxE5E7gfcBXOcLzOOQ46vfvSK+Lt/Iav9WG+y0DtXPXkcitFJFV4DeBf6qqNw9+7yjNY4k3D0dtXbzV1/itNtwXgbMHvr6jXDsqeGk4VpXPl8v1QzsvEamwBf05Vf18uXzk5nFEcNTv35FcF2+HNX6rDffXgHtE5C4RqYFPAF+8xWP68+CLwKfL608DXzhw/e+ViPVDwI0Dx7RbBjH9038L/Jmq/ssD3zpS8zhCWK7vNxlvmzV+q6OjWFT3CSz6/s9u9XjeYJz/GbgE9BgP9hlgG/h94EngfwHHys8K8K/LnB4D3n+rx1/G9WHsiPgo8Ej5+LmjNo+j9LFc32/6PN4Wa3xZ8r7EEkssccRwq6mSJZZYYokl/pxYGu4lllhiiSOGpeFeYoklljhiWBruJZZYYokjhqXhXmKJJZY4Ylga7iWWWGKJI4al4V5iiSWWOGL4/zP0J2zlk+JOAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1UlBKe7ZvTDj",
        "colab_type": "text"
      },
      "source": [
        "## Inference with the float16 model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EDZwZj9vvWJo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Reference: https://www.tensorflow.org/lite/models/style_transfer/overview\n",
        "def load_img(path_to_img):\n",
        "  img = cv2.imread(path_to_img)\n",
        "  img = img.astype(np.float32) / 127.5 - 1\n",
        "  img = np.expand_dims(img, 0)\n",
        "  img = tf.convert_to_tensor(img)\n",
        "  return img\n",
        "\n",
        "# Function to pre-process by resizing an central cropping it.\n",
        "def preprocess_image(image, target_dim=224):\n",
        "  # Resize the image so that the shorter dimension becomes 256px.\n",
        "  shape = tf.cast(tf.shape(image)[1:-1], tf.float32)\n",
        "  short_dim = min(shape)\n",
        "  scale = target_dim / short_dim\n",
        "  new_shape = tf.cast(shape * scale, tf.int32)\n",
        "  image = tf.image.resize(image, new_shape)\n",
        "\n",
        "  # Central crop the image.\n",
        "  image = tf.image.resize_with_crop_or_pad(image, target_dim, target_dim)\n",
        "\n",
        "  return image"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ImfOaFq0x_oM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "588f13bb-2e2b-4a51-ce36-dadaff282df6"
      },
      "source": [
        "source_image = load_img('/content/source-frames/image.jpg')\n",
        "preprocessed_source_image = preprocess_image(source_image)\n",
        "preprocessed_source_image.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "TensorShape([1, 224, 224, 3])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nEKs7Njzvm7l",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "interpreter = tf.lite.Interpreter(model_path='/content/whitebox_cartoon_gan_fp16.tflite')\n",
        "input_details = interpreter.get_input_details()\n",
        "\n",
        "interpreter.allocate_tensors()\n",
        "interpreter.set_tensor(input_details[0]['index'], preprocessed_source_image)\n",
        "interpreter.invoke()\n",
        "\n",
        "raw_prediction = interpreter.tensor(\n",
        "    interpreter.get_output_details()[0]['index'])()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kfkZVgX_vwnJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "outputId": "284a89e5-e2f8-4344-926f-60e01d801446"
      },
      "source": [
        "output = (np.squeeze(raw_prediction)+1.0)*127.5\n",
        "output = np.clip(output, 0, 255).astype(np.uint8)\n",
        "output = cv2.cvtColor(output, cv2.COLOR_BGR2RGB)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.imshow(plt.imread('/content/source-frames/image.jpg'))\n",
        "plt.title('Source image')\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.imshow(output)\n",
        "plt.title('Cartoonized image')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}